Dataset statistics
| Number of variables | 81 |
|---|---|
| Number of observations | 100 |
| Missing cells | 475 |
| Missing cells (%) | 5.9% |
| Duplicate rows | 0 |
| Duplicate rows (%) | 0.0% |
| Total size in memory | 63.4 KiB |
| Average record size in memory | 649.3 B |
Variable types
| CAT | 48 |
|---|---|
| NUM | 28 |
| BOOL | 4 |
| UNSUPPORTED | 1 |
Utilities has constant value "100" | Constant |
PoolArea has constant value "100" | Constant |
GarageArea is highly correlated with GarageCars | High correlation |
GarageCars is highly correlated with GarageArea | High correlation |
Condition1 is highly correlated with Street | High correlation |
Street is highly correlated with Condition1 | High correlation |
RoofMatl is highly correlated with LandContour and 2 other fields | High correlation |
LandContour is highly correlated with RoofMatl | High correlation |
BsmtFullBath is highly correlated with RoofMatl | High correlation |
FullBath is highly correlated with RoofMatl | High correlation |
LotFrontage has 14 (14.0%) missing values | Missing |
Alley has 94 (94.0%) missing values | Missing |
BsmtQual has 3 (3.0%) missing values | Missing |
BsmtCond has 3 (3.0%) missing values | Missing |
BsmtExposure has 3 (3.0%) missing values | Missing |
BsmtFinType1 has 3 (3.0%) missing values | Missing |
BsmtFinType2 has 3 (3.0%) missing values | Missing |
FireplaceQu has 54 (54.0%) missing values | Missing |
GarageType has 6 (6.0%) missing values | Missing |
GarageYrBlt has 6 (6.0%) missing values | Missing |
GarageFinish has 6 (6.0%) missing values | Missing |
GarageQual has 6 (6.0%) missing values | Missing |
GarageCond has 6 (6.0%) missing values | Missing |
PoolQC has 100 (100.0%) missing values | Missing |
Fence has 77 (77.0%) missing values | Missing |
MiscFeature has 91 (91.0%) missing values | Missing |
Alley is uniformly distributed | Uniform |
Id has unique values | Unique |
PoolQC is an unsupported type, check if it needs cleaning or further analysis | Unsupported |
MasVnrArea has 60 (60.0%) zeros | Zeros |
BsmtFinSF1 has 34 (34.0%) zeros | Zeros |
BsmtFinSF2 has 91 (91.0%) zeros | Zeros |
BsmtUnfSF has 7 (7.0%) zeros | Zeros |
TotalBsmtSF has 3 (3.0%) zeros | Zeros |
2ndFlrSF has 65 (65.0%) zeros | Zeros |
GarageArea has 6 (6.0%) zeros | Zeros |
WoodDeckSF has 52 (52.0%) zeros | Zeros |
OpenPorchSF has 42 (42.0%) zeros | Zeros |
EnclosedPorch has 83 (83.0%) zeros | Zeros |
ScreenPorch has 95 (95.0%) zeros | Zeros |
MiscVal has 91 (91.0%) zeros | Zeros |
Reproduction
| Analysis started | 2022-04-24 16:49:16.527962 |
|---|---|
| Analysis finished | 2022-04-24 16:50:56.730771 |
| Duration | 1 minute and 40.2 seconds |
| Software version | pandas-profiling v2.9.0 |
| Download configuration | config.yaml |
| Distinct | 100 |
|---|---|
| Distinct (%) | 100.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 50.5 |
|---|---|
| Minimum | 1 |
| Maximum | 100 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Memory size | 800.0 B |
Quantile statistics
| Minimum | 1 |
|---|---|
| 5-th percentile | 5.95 |
| Q1 | 25.75 |
| median | 50.5 |
| Q3 | 75.25 |
| 95-th percentile | 95.05 |
| Maximum | 100 |
| Range | 99 |
| Interquartile range (IQR) | 49.5 |
Descriptive statistics
| Standard deviation | 29.01149198 |
|---|---|
| Coefficient of variation (CV) | 0.5744849896 |
| Kurtosis | -1.2 |
| Mean | 50.5 |
| Median Absolute Deviation (MAD) | 25 |
| Skewness | 0 |
| Sum | 5050 |
| Variance | 841.6666667 |
| Monotocity | Strictly increasing |
| Value | Count | Frequency (%) | |
| 1 | 1 | 1.0% | |
| 64 | 1 | 1.0% | |
| 74 | 1 | 1.0% | |
| 73 | 1 | 1.0% | |
| 72 | 1 | 1.0% | |
| 71 | 1 | 1.0% | |
| 70 | 1 | 1.0% | |
| 69 | 1 | 1.0% | |
| 68 | 1 | 1.0% | |
| 67 | 1 | 1.0% | |
| Other values (90) | 90 | 90.0% |
| Value | Count | Frequency (%) | |
| 1 | 1 | 1.0% | |
| 2 | 1 | 1.0% | |
| 3 | 1 | 1.0% | |
| 4 | 1 | 1.0% | |
| 5 | 1 | 1.0% |
| Value | Count | Frequency (%) | |
| 100 | 1 | 1.0% | |
| 99 | 1 | 1.0% | |
| 98 | 1 | 1.0% | |
| 97 | 1 | 1.0% | |
| 96 | 1 | 1.0% |
MSSubClass
Real number (ℝ≥0)
| Distinct | 14 |
|---|---|
| Distinct (%) | 14.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 52 |
|---|---|
| Minimum | 20 |
| Maximum | 190 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Memory size | 800.0 B |
Quantile statistics
| Minimum | 20 |
|---|---|
| 5-th percentile | 20 |
| Q1 | 20 |
| median | 45 |
| Q3 | 60 |
| 95-th percentile | 160 |
| Maximum | 190 |
| Range | 170 |
| Interquartile range (IQR) | 40 |
Descriptive statistics
| Standard deviation | 42.54528188 |
|---|---|
| Coefficient of variation (CV) | 0.8181784977 |
| Kurtosis | 2.78653923 |
| Mean | 52 |
| Median Absolute Deviation (MAD) | 25 |
| Skewness | 1.72562696 |
| Sum | 5200 |
| Variance | 1810.10101 |
| Monotocity | Not monotonic |
| Value | Count | Frequency (%) | |
| 20 | 45 | 45.0% | |
| 60 | 18 | 18.0% | |
| 50 | 9 | 9.0% | |
| 120 | 5 | 5.0% | |
| 90 | 4 | 4.0% | |
| 30 | 4 | 4.0% | |
| 70 | 3 | 3.0% | |
| 190 | 3 | 3.0% | |
| 45 | 2 | 2.0% | |
| 80 | 2 | 2.0% | |
| Other values (4) | 5 | 5.0% |
| Value | Count | Frequency (%) | |
| 20 | 45 | 45.0% | |
| 30 | 4 | 4.0% | |
| 45 | 2 | 2.0% | |
| 50 | 9 | 9.0% | |
| 60 | 18 | 18.0% |
| Value | Count | Frequency (%) | |
| 190 | 3 | 3.0% | |
| 180 | 1 | 1.0% | |
| 160 | 2 | 2.0% | |
| 120 | 5 | 5.0% | |
| 90 | 4 | 4.0% |
MSZoning
Categorical
| Distinct | 4 |
|---|---|
| Distinct (%) | 4.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 800.0 B |
| RL | |
|---|---|
| RM | |
| C (all) | 3 |
| FV | 3 |
| Value | Count | Frequency (%) | |
| RL | 78 | 78.0% | |
| RM | 16 | 16.0% | |
| C (all) | 3 | 3.0% | |
| FV | 3 | 3.0% |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Length
| Max length | 7 |
|---|---|
| Median length | 2 |
| Mean length | 2.15 |
| Min length | 2 |
| Distinct | 44 |
|---|---|
| Distinct (%) | 51.2% |
| Missing | 14 |
| Missing (%) | 14.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 71.40697674 |
|---|---|
| Minimum | 21 |
| Maximum | 122 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Memory size | 800.0 B |
Quantile statistics
| Minimum | 21 |
|---|---|
| 5-th percentile | 41 |
| Q1 | 60 |
| median | 70 |
| Q3 | 84 |
| 95-th percentile | 110 |
| Maximum | 122 |
| Range | 101 |
| Interquartile range (IQR) | 24 |
Descriptive statistics
| Standard deviation | 21.09383958 |
|---|---|
| Coefficient of variation (CV) | 0.2954030621 |
| Kurtosis | 0.1244221368 |
| Mean | 71.40697674 |
| Median Absolute Deviation (MAD) | 10.5 |
| Skewness | 0.2460406447 |
| Sum | 6141 |
| Variance | 444.9500684 |
| Monotocity | Not monotonic |
| Value | Count | Frequency (%) | |
| 60 | 12 | 12.0% | |
| 85 | 6 | 6.0% | |
| 50 | 4 | 4.0% | |
| 70 | 4 | 4.0% | |
| 68 | 3 | 3.0% | |
| 84 | 3 | 3.0% | |
| 72 | 3 | 3.0% | |
| 66 | 3 | 3.0% | |
| 80 | 3 | 3.0% | |
| 65 | 2 | 2.0% | |
| Other values (34) | 43 | 43.0% | |
| (Missing) | 14 | 14.0% |
| Value | Count | Frequency (%) | |
| 21 | 1 | 1.0% | |
| 24 | 1 | 1.0% | |
| 32 | 1 | 1.0% | |
| 33 | 1 | 1.0% | |
| 40 | 1 | 1.0% |
| Value | Count | Frequency (%) | |
| 122 | 1 | 1.0% | |
| 121 | 1 | 1.0% | |
| 115 | 1 | 1.0% | |
| 112 | 1 | 1.0% | |
| 110 | 2 | 2.0% |
LotArea
Real number (ℝ≥0)
| Distinct | 94 |
|---|---|
| Distinct (%) | 94.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 10115.87 |
|---|---|
| Minimum | 1596 |
| Maximum | 50271 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Memory size | 800.0 B |
Quantile statistics
| Minimum | 1596 |
|---|---|
| 5-th percentile | 4497.8 |
| Q1 | 7643.25 |
| median | 9595.5 |
| Q3 | 11243.25 |
| 95-th percentile | 15616.3 |
| Maximum | 50271 |
| Range | 48675 |
| Interquartile range (IQR) | 3600 |
Descriptive statistics
| Standard deviation | 5130.541763 |
|---|---|
| Coefficient of variation (CV) | 0.5071775105 |
| Kurtosis | 37.70343314 |
| Mean | 10115.87 |
| Median Absolute Deviation (MAD) | 1868 |
| Skewness | 4.920116424 |
| Sum | 1011587 |
| Variance | 26322458.78 |
| Monotocity | Not monotonic |
| Value | Count | Frequency (%) | |
| 7200 | 5 | 5.0% | |
| 8500 | 2 | 2.0% | |
| 6120 | 2 | 2.0% | |
| 8450 | 1 | 1.0% | |
| 9375 | 1 | 1.0% | |
| 10141 | 1 | 1.0% | |
| 7599 | 1 | 1.0% | |
| 13651 | 1 | 1.0% | |
| 15593 | 1 | 1.0% | |
| 4608 | 1 | 1.0% | |
| Other values (84) | 84 | 84.0% |
| Value | Count | Frequency (%) | |
| 1596 | 1 | 1.0% | |
| 2645 | 1 | 1.0% | |
| 3951 | 1 | 1.0% | |
| 4224 | 1 | 1.0% | |
| 4456 | 1 | 1.0% |
| Value | Count | Frequency (%) | |
| 50271 | 1 | 1.0% | |
| 19900 | 1 | 1.0% | |
| 16905 | 1 | 1.0% | |
| 16321 | 1 | 1.0% | |
| 16059 | 1 | 1.0% |
| Distinct | 2 |
|---|---|
| Distinct (%) | 2.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 800.0 B |
| Pave | |
|---|---|
| Grvl | 1 |
| Value | Count | Frequency (%) | |
| Pave | 99 | 99.0% | |
| Grvl | 1 | 1.0% |
Unique
| Unique | 1 ? |
|---|---|
| Unique (%) | 1.0% |
Length
| Max length | 4 |
|---|---|
| Median length | 4 |
| Mean length | 4 |
| Min length | 4 |
| Distinct | 2 |
|---|---|
| Distinct (%) | 33.3% |
| Missing | 94 |
| Missing (%) | 94.0% |
| Memory size | 800.0 B |
| Grvl | |
|---|---|
| Pave |
| Value | Count | Frequency (%) | |
| Grvl | 3 | 3.0% | |
| Pave | 3 | 3.0% | |
| (Missing) | 94 | 94.0% |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Length
| Max length | 4 |
|---|---|
| Median length | 3 |
| Mean length | 3.06 |
| Min length | 3 |
LotShape
Categorical
| Distinct | 3 |
|---|---|
| Distinct (%) | 3.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 800.0 B |
| Reg | |
|---|---|
| IR1 | |
| IR2 | 6 |
| Value | Count | Frequency (%) | |
| Reg | 60 | 60.0% | |
| IR1 | 34 | 34.0% | |
| IR2 | 6 | 6.0% |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Length
| Max length | 3 |
|---|---|
| Median length | 3 |
| Mean length | 3 |
| Min length | 3 |
| Distinct | 4 |
|---|---|
| Distinct (%) | 4.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 800.0 B |
| Lvl | |
|---|---|
| Bnk | 5 |
| HLS | 3 |
| Low | 1 |
| Value | Count | Frequency (%) | |
| Lvl | 91 | 91.0% | |
| Bnk | 5 | 5.0% | |
| HLS | 3 | 3.0% | |
| Low | 1 | 1.0% |
Unique
| Unique | 1 ? |
|---|---|
| Unique (%) | 1.0% |
Length
| Max length | 3 |
|---|---|
| Median length | 3 |
| Mean length | 3 |
| Min length | 3 |
| Distinct | 1 |
|---|---|
| Distinct (%) | 1.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 800.0 B |
| AllPub |
|---|
| Value | Count | Frequency (%) | |
| AllPub | 100 | 100.0% |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Length
| Max length | 6 |
|---|---|
| Median length | 6 |
| Mean length | 6 |
| Min length | 6 |
LotConfig
Categorical
| Distinct | 4 |
|---|---|
| Distinct (%) | 4.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 800.0 B |
| Inside | |
|---|---|
| Corner | |
| CulDSac | |
| FR2 | 3 |
| Value | Count | Frequency (%) | |
| Inside | 64 | 64.0% | |
| Corner | 26 | 26.0% | |
| CulDSac | 7 | 7.0% | |
| FR2 | 3 | 3.0% |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Length
| Max length | 7 |
|---|---|
| Median length | 6 |
| Mean length | 5.98 |
| Min length | 3 |
LandSlope
Categorical
| Distinct | 2 |
|---|---|
| Distinct (%) | 2.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 800.0 B |
| Gtl | |
|---|---|
| Mod | 2 |
| Value | Count | Frequency (%) | |
| Gtl | 98 | 98.0% | |
| Mod | 2 | 2.0% |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Length
| Max length | 3 |
|---|---|
| Median length | 3 |
| Mean length | 3 |
| Min length | 3 |
Neighborhood
Categorical
| Distinct | 20 |
|---|---|
| Distinct (%) | 20.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 800.0 B |
| NAmes | |
|---|---|
| CollgCr | |
| NridgHt | |
| OldTown | |
| Sawyer | |
| Other values (15) |
| Value | Count | Frequency (%) | |
| NAmes | 21 | 21.0% | |
| CollgCr | 14 | 14.0% | |
| NridgHt | 9 | 9.0% | |
| OldTown | 7 | 7.0% | |
| Sawyer | 7 | 7.0% | |
| Somerst | 5 | 5.0% | |
| Gilbert | 5 | 5.0% | |
| BrkSide | 5 | 5.0% | |
| IDOTRR | 5 | 5.0% | |
| Mitchel | 4 | 4.0% | |
| Other values (10) | 18 | 18.0% |
Unique
| Unique | 4 ? |
|---|---|
| Unique (%) | 4.0% |
Length
| Max length | 7 |
|---|---|
| Median length | 7 |
| Mean length | 6.44 |
| Min length | 5 |
| Distinct | 8 |
|---|---|
| Distinct (%) | 8.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 800.0 B |
| Norm | |
|---|---|
| Feedr | 4 |
| Artery | 3 |
| RRAe | 2 |
| PosN | 1 |
| Other values (3) | 3 |
| Value | Count | Frequency (%) | |
| Norm | 87 | 87.0% | |
| Feedr | 4 | 4.0% | |
| Artery | 3 | 3.0% | |
| RRAe | 2 | 2.0% | |
| PosN | 1 | 1.0% | |
| RRNn | 1 | 1.0% | |
| RRAn | 1 | 1.0% | |
| PosA | 1 | 1.0% |
Unique
| Unique | 4 ? |
|---|---|
| Unique (%) | 4.0% |
Length
| Max length | 6 |
|---|---|
| Median length | 4 |
| Mean length | 4.1 |
| Min length | 4 |
Condition2
Categorical
| Distinct | 4 |
|---|---|
| Distinct (%) | 4.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 800.0 B |
| Norm | |
|---|---|
| Feedr | 2 |
| Artery | 1 |
| RRNn | 1 |
| Value | Count | Frequency (%) | |
| Norm | 96 | 96.0% | |
| Feedr | 2 | 2.0% | |
| Artery | 1 | 1.0% | |
| RRNn | 1 | 1.0% |
Unique
| Unique | 2 ? |
|---|---|
| Unique (%) | 2.0% |
Length
| Max length | 6 |
|---|---|
| Median length | 4 |
| Mean length | 4.04 |
| Min length | 4 |
BldgType
Categorical
| Distinct | 5 |
|---|---|
| Distinct (%) | 5.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 800.0 B |
| 1Fam | |
|---|---|
| TwnhsE | 6 |
| Duplex | 4 |
| 2fmCon | 3 |
| Twnhs | 2 |
| Value | Count | Frequency (%) | |
| 1Fam | 85 | 85.0% | |
| TwnhsE | 6 | 6.0% | |
| Duplex | 4 | 4.0% | |
| 2fmCon | 3 | 3.0% | |
| Twnhs | 2 | 2.0% |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Length
| Max length | 6 |
|---|---|
| Median length | 4 |
| Mean length | 4.28 |
| Min length | 4 |
HouseStyle
Categorical
| Distinct | 7 |
|---|---|
| Distinct (%) | 7.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 800.0 B |
| 1Story | |
|---|---|
| 2Story | |
| 1.5Fin | |
| 1.5Unf | 3 |
| SLvl | 3 |
| Other values (2) | 3 |
| Value | Count | Frequency (%) | |
| 1Story | 58 | 58.0% | |
| 2Story | 26 | 26.0% | |
| 1.5Fin | 7 | 7.0% | |
| 1.5Unf | 3 | 3.0% | |
| SLvl | 3 | 3.0% | |
| 2.5Unf | 2 | 2.0% | |
| SFoyer | 1 | 1.0% |
Unique
| Unique | 1 ? |
|---|---|
| Unique (%) | 1.0% |
Length
| Max length | 6 |
|---|---|
| Median length | 6 |
| Mean length | 5.94 |
| Min length | 4 |
OverallQual
Real number (ℝ≥0)
| Distinct | 8 |
|---|---|
| Distinct (%) | 8.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 5.98 |
|---|---|
| Minimum | 3 |
| Maximum | 10 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Memory size | 800.0 B |
Quantile statistics
| Minimum | 3 |
|---|---|
| 5-th percentile | 4 |
| Q1 | 5 |
| median | 6 |
| Q3 | 7 |
| 95-th percentile | 8.05 |
| Maximum | 10 |
| Range | 7 |
| Interquartile range (IQR) | 2 |
Descriptive statistics
| Standard deviation | 1.530696019 |
|---|---|
| Coefficient of variation (CV) | 0.255969234 |
| Kurtosis | -0.6513121043 |
| Mean | 5.98 |
| Median Absolute Deviation (MAD) | 1 |
| Skewness | 0.3446336636 |
| Sum | 598 |
| Variance | 2.343030303 |
| Monotocity | Not monotonic |
| Value | Count | Frequency (%) | |
| 5 | 31 | 31.0% | |
| 7 | 19 | 19.0% | |
| 6 | 15 | 15.0% | |
| 8 | 14 | 14.0% | |
| 4 | 14 | 14.0% | |
| 9 | 4 | 4.0% | |
| 3 | 2 | 2.0% | |
| 10 | 1 | 1.0% |
| Value | Count | Frequency (%) | |
| 3 | 2 | 2.0% | |
| 4 | 14 | 14.0% | |
| 5 | 31 | 31.0% | |
| 6 | 15 | 15.0% | |
| 7 | 19 | 19.0% |
| Value | Count | Frequency (%) | |
| 10 | 1 | 1.0% | |
| 9 | 4 | 4.0% | |
| 8 | 14 | 14.0% | |
| 7 | 19 | 19.0% | |
| 6 | 15 | 15.0% |
OverallCond
Real number (ℝ≥0)
| Distinct | 7 |
|---|---|
| Distinct (%) | 7.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 5.5 |
|---|---|
| Minimum | 2 |
| Maximum | 8 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Memory size | 800.0 B |
Quantile statistics
| Minimum | 2 |
|---|---|
| 5-th percentile | 5 |
| Q1 | 5 |
| median | 5 |
| Q3 | 6 |
| 95-th percentile | 7 |
| Maximum | 8 |
| Range | 6 |
| Interquartile range (IQR) | 1 |
Descriptive statistics
| Standard deviation | 0.9795896894 |
|---|---|
| Coefficient of variation (CV) | 0.1781072163 |
| Kurtosis | 1.816561402 |
| Mean | 5.5 |
| Median Absolute Deviation (MAD) | 0 |
| Skewness | 0.3618428984 |
| Sum | 550 |
| Variance | 0.9595959596 |
| Monotocity | Not monotonic |
| Value | Count | Frequency (%) | |
| 5 | 59 | 59.0% | |
| 6 | 21 | 21.0% | |
| 7 | 12 | 12.0% | |
| 8 | 4 | 4.0% | |
| 4 | 2 | 2.0% | |
| 2 | 1 | 1.0% | |
| 3 | 1 | 1.0% |
| Value | Count | Frequency (%) | |
| 2 | 1 | 1.0% | |
| 3 | 1 | 1.0% | |
| 4 | 2 | 2.0% | |
| 5 | 59 | 59.0% | |
| 6 | 21 | 21.0% |
| Value | Count | Frequency (%) | |
| 8 | 4 | 4.0% | |
| 7 | 12 | 12.0% | |
| 6 | 21 | 21.0% | |
| 5 | 59 | 59.0% | |
| 4 | 2 | 2.0% |
YearBuilt
Real number (ℝ≥0)
| Distinct | 54 |
|---|---|
| Distinct (%) | 54.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 1971.41 |
|---|---|
| Minimum | 1910 |
| Maximum | 2009 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Memory size | 800.0 B |
Quantile statistics
| Minimum | 1910 |
|---|---|
| 5-th percentile | 1919.75 |
| Q1 | 1954.75 |
| median | 1970 |
| Q3 | 2000.25 |
| 95-th percentile | 2006.05 |
| Maximum | 2009 |
| Range | 99 |
| Interquartile range (IQR) | 45.5 |
Descriptive statistics
| Standard deviation | 29.37328375 |
|---|---|
| Coefficient of variation (CV) | 0.01489963211 |
| Kurtosis | -0.8589436349 |
| Mean | 1971.41 |
| Median Absolute Deviation (MAD) | 26 |
| Skewness | -0.4586958339 |
| Sum | 197141 |
| Variance | 862.789798 |
| Monotocity | Not monotonic |
| Value | Count | Frequency (%) | |
| 2004 | 6 | 6.0% | |
| 2005 | 5 | 5.0% | |
| 2007 | 4 | 4.0% | |
| 1920 | 4 | 4.0% | |
| 1959 | 4 | 4.0% | |
| 2006 | 4 | 4.0% | |
| 1997 | 3 | 3.0% | |
| 1968 | 3 | 3.0% | |
| 2003 | 3 | 3.0% | |
| 1973 | 3 | 3.0% | |
| Other values (44) | 61 | 61.0% |
| Value | Count | Frequency (%) | |
| 1910 | 2 | 2.0% | |
| 1915 | 3 | 3.0% | |
| 1920 | 4 | 4.0% | |
| 1921 | 2 | 2.0% | |
| 1927 | 1 | 1.0% |
| Value | Count | Frequency (%) | |
| 2009 | 1 | 1.0% | |
| 2007 | 4 | 4.0% | |
| 2006 | 4 | 4.0% | |
| 2005 | 5 | 5.0% | |
| 2004 | 6 | 6.0% |
YearRemodAdd
Real number (ℝ≥0)
| Distinct | 42 |
|---|---|
| Distinct (%) | 42.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 1983.92 |
|---|---|
| Minimum | 1950 |
| Maximum | 2009 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Memory size | 800.0 B |
Quantile statistics
| Minimum | 1950 |
|---|---|
| 5-th percentile | 1950 |
| Q1 | 1964.75 |
| median | 1994 |
| Q3 | 2003.25 |
| 95-th percentile | 2007 |
| Maximum | 2009 |
| Range | 59 |
| Interquartile range (IQR) | 38.5 |
Descriptive statistics
| Standard deviation | 20.96735317 |
|---|---|
| Coefficient of variation (CV) | 0.01056864852 |
| Kurtosis | -1.473551487 |
| Mean | 1983.92 |
| Median Absolute Deviation (MAD) | 13 |
| Skewness | -0.3872942722 |
| Sum | 198392 |
| Variance | 439.629899 |
| Monotocity | Not monotonic |
| Value | Count | Frequency (%) | |
| 1950 | 11 | 11.0% | |
| 2006 | 8 | 8.0% | |
| 2005 | 6 | 6.0% | |
| 2007 | 5 | 5.0% | |
| 1959 | 4 | 4.0% | |
| 1965 | 4 | 4.0% | |
| 2003 | 4 | 4.0% | |
| 1998 | 4 | 4.0% | |
| 1973 | 3 | 3.0% | |
| 1997 | 3 | 3.0% | |
| Other values (32) | 48 | 48.0% |
| Value | Count | Frequency (%) | |
| 1950 | 11 | 11.0% | |
| 1953 | 1 | 1.0% | |
| 1955 | 2 | 2.0% | |
| 1956 | 1 | 1.0% | |
| 1959 | 4 | 4.0% |
| Value | Count | Frequency (%) | |
| 2009 | 1 | 1.0% | |
| 2008 | 2 | 2.0% | |
| 2007 | 5 | 5.0% | |
| 2006 | 8 | 8.0% | |
| 2005 | 6 | 6.0% |
RoofStyle
Categorical
| Distinct | 3 |
|---|---|
| Distinct (%) | 3.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 800.0 B |
| Gable | |
|---|---|
| Hip | |
| Gambrel | 2 |
| Value | Count | Frequency (%) | |
| Gable | 79 | 79.0% | |
| Hip | 19 | 19.0% | |
| Gambrel | 2 | 2.0% |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Length
| Max length | 7 |
|---|---|
| Median length | 5 |
| Mean length | 4.66 |
| Min length | 3 |
| Distinct | 2 |
|---|---|
| Distinct (%) | 2.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 800.0 B |
| CompShg | |
|---|---|
| WdShngl | 1 |
| Value | Count | Frequency (%) | |
| CompShg | 99 | 99.0% | |
| WdShngl | 1 | 1.0% |
Unique
| Unique | 1 ? |
|---|---|
| Unique (%) | 1.0% |
Length
| Max length | 7 |
|---|---|
| Median length | 7 |
| Mean length | 7 |
| Min length | 7 |
Exterior1st
Categorical
| Distinct | 10 |
|---|---|
| Distinct (%) | 10.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 800.0 B |
| VinylSd | |
|---|---|
| MetalSd | |
| Wd Sdng | |
| HdBoard | |
| BrkFace | |
| Other values (5) |
| Value | Count | Frequency (%) | |
| VinylSd | 39 | 39.0% | |
| MetalSd | 15 | 15.0% | |
| Wd Sdng | 14 | 14.0% | |
| HdBoard | 14 | 14.0% | |
| BrkFace | 7 | 7.0% | |
| Plywood | 5 | 5.0% | |
| WdShing | 2 | 2.0% | |
| CemntBd | 2 | 2.0% | |
| AsbShng | 1 | 1.0% | |
| Stucco | 1 | 1.0% |
Unique
| Unique | 2 ? |
|---|---|
| Unique (%) | 2.0% |
Length
| Max length | 7 |
|---|---|
| Median length | 7 |
| Mean length | 6.99 |
| Min length | 6 |
Exterior2nd
Categorical
| Distinct | 10 |
|---|---|
| Distinct (%) | 10.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 800.0 B |
| VinylSd | |
|---|---|
| MetalSd | |
| Wd Sdng | |
| HdBoard | |
| Plywood | |
| Other values (5) |
| Value | Count | Frequency (%) | |
| VinylSd | 39 | 39.0% | |
| MetalSd | 15 | 15.0% | |
| Wd Sdng | 15 | 15.0% | |
| HdBoard | 11 | 11.0% | |
| Plywood | 10 | 10.0% | |
| Wd Shng | 4 | 4.0% | |
| CmentBd | 2 | 2.0% | |
| BrkFace | 2 | 2.0% | |
| Stucco | 1 | 1.0% | |
| AsbShng | 1 | 1.0% |
Unique
| Unique | 2 ? |
|---|---|
| Unique (%) | 2.0% |
Length
| Max length | 7 |
|---|---|
| Median length | 7 |
| Mean length | 6.99 |
| Min length | 6 |
MasVnrType
Categorical
| Distinct | 4 |
|---|---|
| Distinct (%) | 4.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 800.0 B |
| None | |
|---|---|
| BrkFace | |
| Stone | |
| BrkCmn | 2 |
| Value | Count | Frequency (%) | |
| None | 60 | 60.0% | |
| BrkFace | 28 | 28.0% | |
| Stone | 10 | 10.0% | |
| BrkCmn | 2 | 2.0% |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Length
| Max length | 7 |
|---|---|
| Median length | 4 |
| Mean length | 4.98 |
| Min length | 4 |
| Distinct | 41 |
|---|---|
| Distinct (%) | 41.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 121.64 |
|---|---|
| Minimum | 0 |
| Maximum | 1115 |
| Zeros | 60 |
| Zeros (%) | 60.0% |
| Memory size | 800.0 B |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| median | 0 |
| Q3 | 188.5 |
| 95-th percentile | 573.15 |
| Maximum | 1115 |
| Range | 1115 |
| Interquartile range (IQR) | 188.5 |
Descriptive statistics
| Standard deviation | 213.5539825 |
|---|---|
| Coefficient of variation (CV) | 1.755623006 |
| Kurtosis | 7.044170437 |
| Mean | 121.64 |
| Median Absolute Deviation (MAD) | 0 |
| Skewness | 2.43926968 |
| Sum | 12164 |
| Variance | 45605.30343 |
| Monotocity | Not monotonic |
| Value | Count | Frequency (%) | |
| 0 | 60 | 60.0% | |
| 576 | 1 | 1.0% | |
| 178 | 1 | 1.0% | |
| 573 | 1 | 1.0% | |
| 344 | 1 | 1.0% | |
| 287 | 1 | 1.0% | |
| 167 | 1 | 1.0% | |
| 1115 | 1 | 1.0% | |
| 40 | 1 | 1.0% | |
| 104 | 1 | 1.0% | |
| Other values (31) | 31 | 31.0% |
| Value | Count | Frequency (%) | |
| 0 | 60 | 60.0% | |
| 22 | 1 | 1.0% | |
| 40 | 1 | 1.0% | |
| 48 | 1 | 1.0% | |
| 66 | 1 | 1.0% |
| Value | Count | Frequency (%) | |
| 1115 | 1 | 1.0% | |
| 1031 | 1 | 1.0% | |
| 650 | 1 | 1.0% | |
| 640 | 1 | 1.0% | |
| 576 | 1 | 1.0% |
ExterQual
Categorical
| Distinct | 4 |
|---|---|
| Distinct (%) | 4.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 800.0 B |
| TA | |
|---|---|
| Gd | |
| Ex | 5 |
| Fa | 2 |
| Value | Count | Frequency (%) | |
| TA | 68 | 68.0% | |
| Gd | 25 | 25.0% | |
| Ex | 5 | 5.0% | |
| Fa | 2 | 2.0% |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Length
| Max length | 2 |
|---|---|
| Median length | 2 |
| Mean length | 2 |
| Min length | 2 |
ExterCond
Categorical
| Distinct | 3 |
|---|---|
| Distinct (%) | 3.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 800.0 B |
| TA | |
|---|---|
| Gd | |
| Fa | 2 |
| Value | Count | Frequency (%) | |
| TA | 87 | 87.0% | |
| Gd | 11 | 11.0% | |
| Fa | 2 | 2.0% |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Length
| Max length | 2 |
|---|---|
| Median length | 2 |
| Mean length | 2 |
| Min length | 2 |
Foundation
Categorical
| Distinct | 5 |
|---|---|
| Distinct (%) | 5.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 800.0 B |
| CBlock | |
|---|---|
| PConc | |
| BrkTil | |
| Slab | 2 |
| Wood | 1 |
| Value | Count | Frequency (%) | |
| CBlock | 43 | 43.0% | |
| PConc | 42 | 42.0% | |
| BrkTil | 12 | 12.0% | |
| Slab | 2 | 2.0% | |
| Wood | 1 | 1.0% |
Unique
| Unique | 1 ? |
|---|---|
| Unique (%) | 1.0% |
Length
| Max length | 6 |
|---|---|
| Median length | 6 |
| Mean length | 5.52 |
| Min length | 4 |
| Distinct | 4 |
|---|---|
| Distinct (%) | 4.1% |
| Missing | 3 |
| Missing (%) | 3.0% |
| Memory size | 800.0 B |
| TA | |
|---|---|
| Gd | |
| Ex | |
| Fa | 1 |
| Value | Count | Frequency (%) | |
| TA | 46 | 46.0% | |
| Gd | 37 | 37.0% | |
| Ex | 13 | 13.0% | |
| Fa | 1 | 1.0% | |
| (Missing) | 3 | 3.0% |
Unique
| Unique | 1 ? |
|---|---|
| Unique (%) | 1.0% |
Length
| Max length | 3 |
|---|---|
| Median length | 2 |
| Mean length | 2.03 |
| Min length | 2 |
| Distinct | 3 |
|---|---|
| Distinct (%) | 3.1% |
| Missing | 3 |
| Missing (%) | 3.0% |
| Memory size | 800.0 B |
| TA | |
|---|---|
| Gd | 4 |
| Fa | 3 |
| Value | Count | Frequency (%) | |
| TA | 90 | 90.0% | |
| Gd | 4 | 4.0% | |
| Fa | 3 | 3.0% | |
| (Missing) | 3 | 3.0% |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Length
| Max length | 3 |
|---|---|
| Median length | 2 |
| Mean length | 2.03 |
| Min length | 2 |
| Distinct | 4 |
|---|---|
| Distinct (%) | 4.1% |
| Missing | 3 |
| Missing (%) | 3.0% |
| Memory size | 800.0 B |
| No | |
|---|---|
| Av | |
| Gd | |
| Mn | 6 |
| Value | Count | Frequency (%) | |
| No | 66 | 66.0% | |
| Av | 16 | 16.0% | |
| Gd | 9 | 9.0% | |
| Mn | 6 | 6.0% | |
| (Missing) | 3 | 3.0% |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Length
| Max length | 3 |
|---|---|
| Median length | 2 |
| Mean length | 2.03 |
| Min length | 2 |
| Distinct | 6 |
|---|---|
| Distinct (%) | 6.2% |
| Missing | 3 |
| Missing (%) | 3.0% |
| Memory size | 800.0 B |
| Unf | |
|---|---|
| GLQ | |
| ALQ | |
| Rec | |
| BLQ |
| Value | Count | Frequency (%) | |
| Unf | 31 | 31.0% | |
| GLQ | 27 | 27.0% | |
| ALQ | 19 | 19.0% | |
| Rec | 9 | 9.0% | |
| BLQ | 8 | 8.0% | |
| LwQ | 3 | 3.0% | |
| (Missing) | 3 | 3.0% |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Length
| Max length | 3 |
|---|---|
| Median length | 3 |
| Mean length | 3 |
| Min length | 3 |
| Distinct | 66 |
|---|---|
| Distinct (%) | 66.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 454.56 |
|---|---|
| Minimum | 0 |
| Maximum | 1880 |
| Zeros | 34 |
| Zeros (%) | 34.0% |
| Memory size | 800.0 B |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| median | 416 |
| Q3 | 737.5 |
| 95-th percentile | 1220.95 |
| Maximum | 1880 |
| Range | 1880 |
| Interquartile range (IQR) | 737.5 |
Descriptive statistics
| Standard deviation | 462.0349219 |
|---|---|
| Coefficient of variation (CV) | 1.016444302 |
| Kurtosis | 0.01918381404 |
| Mean | 454.56 |
| Median Absolute Deviation (MAD) | 416 |
| Skewness | 0.7877419067 |
| Sum | 45456 |
| Variance | 213476.2691 |
| Monotocity | Not monotonic |
| Value | Count | Frequency (%) | |
| 0 | 34 | 34.0% | |
| 24 | 2 | 2.0% | |
| 104 | 1 | 1.0% | |
| 1810 | 1 | 1.0% | |
| 384 | 1 | 1.0% | |
| 490 | 1 | 1.0% | |
| 649 | 1 | 1.0% | |
| 632 | 1 | 1.0% | |
| 462 | 1 | 1.0% | |
| 941 | 1 | 1.0% | |
| Other values (56) | 56 | 56.0% |
| Value | Count | Frequency (%) | |
| 0 | 34 | 34.0% | |
| 24 | 2 | 2.0% | |
| 33 | 1 | 1.0% | |
| 104 | 1 | 1.0% | |
| 108 | 1 | 1.0% |
| Value | Count | Frequency (%) | |
| 1880 | 1 | 1.0% | |
| 1810 | 1 | 1.0% | |
| 1369 | 1 | 1.0% | |
| 1351 | 1 | 1.0% | |
| 1277 | 1 | 1.0% |
| Distinct | 6 |
|---|---|
| Distinct (%) | 6.2% |
| Missing | 3 |
| Missing (%) | 3.0% |
| Memory size | 800.0 B |
| Unf | |
|---|---|
| BLQ | 4 |
| GLQ | 2 |
| ALQ | 1 |
| Rec | 1 |
| Value | Count | Frequency (%) | |
| Unf | 88 | 88.0% | |
| BLQ | 4 | 4.0% | |
| GLQ | 2 | 2.0% | |
| ALQ | 1 | 1.0% | |
| Rec | 1 | 1.0% | |
| LwQ | 1 | 1.0% | |
| (Missing) | 3 | 3.0% |
Unique
| Unique | 3 ? |
|---|---|
| Unique (%) | 3.1% |
Length
| Max length | 3 |
|---|---|
| Median length | 3 |
| Mean length | 3 |
| Min length | 3 |
| Distinct | 10 |
|---|---|
| Distinct (%) | 10.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 33.91 |
|---|---|
| Minimum | 0 |
| Maximum | 712 |
| Zeros | 91 |
| Zeros (%) | 91.0% |
| Memory size | 800.0 B |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| median | 0 |
| Q3 | 0 |
| 95-th percentile | 368.2 |
| Maximum | 712 |
| Range | 712 |
| Interquartile range (IQR) | 0 |
Descriptive statistics
| Standard deviation | 131.5751577 |
|---|---|
| Coefficient of variation (CV) | 3.880128508 |
| Kurtosis | 15.52394478 |
| Mean | 33.91 |
| Median Absolute Deviation (MAD) | 0 |
| Skewness | 4.035510259 |
| Sum | 3391 |
| Variance | 17312.02212 |
| Monotocity | Not monotonic |
| Value | Count | Frequency (%) | |
| 0 | 91 | 91.0% | |
| 32 | 1 | 1.0% | |
| 668 | 1 | 1.0% | |
| 486 | 1 | 1.0% | |
| 93 | 1 | 1.0% | |
| 491 | 1 | 1.0% | |
| 506 | 1 | 1.0% | |
| 712 | 1 | 1.0% | |
| 362 | 1 | 1.0% | |
| 41 | 1 | 1.0% |
| Value | Count | Frequency (%) | |
| 0 | 91 | 91.0% | |
| 32 | 1 | 1.0% | |
| 41 | 1 | 1.0% | |
| 93 | 1 | 1.0% | |
| 362 | 1 | 1.0% |
| Value | Count | Frequency (%) | |
| 712 | 1 | 1.0% | |
| 668 | 1 | 1.0% | |
| 506 | 1 | 1.0% | |
| 491 | 1 | 1.0% | |
| 486 | 1 | 1.0% |
| Distinct | 88 |
|---|---|
| Distinct (%) | 88.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 558.79 |
|---|---|
| Minimum | 0 |
| Maximum | 1777 |
| Zeros | 7 |
| Zeros (%) | 7.0% |
| Memory size | 800.0 B |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 203 |
| median | 440 |
| Q3 | 820 |
| 95-th percentile | 1495.8 |
| Maximum | 1777 |
| Range | 1777 |
| Interquartile range (IQR) | 617 |
Descriptive statistics
| Standard deviation | 448.5991956 |
|---|---|
| Coefficient of variation (CV) | 0.8028046235 |
| Kurtosis | 0.1712825162 |
| Mean | 558.79 |
| Median Absolute Deviation (MAD) | 263.5 |
| Skewness | 0.9585837734 |
| Sum | 55879 |
| Variance | 201241.2383 |
| Monotocity | Not monotonic |
| Value | Count | Frequency (%) | |
| 0 | 7 | 7.0% | |
| 440 | 3 | 3.0% | |
| 612 | 2 | 2.0% | |
| 426 | 2 | 2.0% | |
| 832 | 2 | 2.0% | |
| 520 | 2 | 2.0% | |
| 318 | 1 | 1.0% | |
| 343 | 1 | 1.0% | |
| 701 | 1 | 1.0% | |
| 747 | 1 | 1.0% | |
| Other values (78) | 78 | 78.0% |
| Value | Count | Frequency (%) | |
| 0 | 7 | 7.0% | |
| 32 | 1 | 1.0% | |
| 36 | 1 | 1.0% | |
| 64 | 1 | 1.0% | |
| 83 | 1 | 1.0% |
| Value | Count | Frequency (%) | |
| 1777 | 1 | 1.0% | |
| 1768 | 1 | 1.0% | |
| 1632 | 1 | 1.0% | |
| 1566 | 1 | 1.0% | |
| 1530 | 1 | 1.0% |
| Distinct | 90 |
|---|---|
| Distinct (%) | 90.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 1047.26 |
|---|---|
| Minimum | 0 |
| Maximum | 2223 |
| Zeros | 3 |
| Zeros (%) | 3.0% |
| Memory size | 800.0 B |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 437.2 |
| Q1 | 822 |
| median | 1034.5 |
| Q3 | 1268.5 |
| 95-th percentile | 1752.8 |
| Maximum | 2223 |
| Range | 2223 |
| Interquartile range (IQR) | 446.5 |
Descriptive statistics
| Standard deviation | 408.5003028 |
|---|---|
| Coefficient of variation (CV) | 0.3900657934 |
| Kurtosis | 0.5864173914 |
| Mean | 1047.26 |
| Median Absolute Deviation (MAD) | 218.5 |
| Skewness | 0.03811081156 |
| Sum | 104726 |
| Variance | 166872.4974 |
| Monotocity | Not monotonic |
| Value | Count | Frequency (%) | |
| 0 | 3 | 3.0% | |
| 1057 | 2 | 2.0% | |
| 384 | 2 | 2.0% | |
| 816 | 2 | 2.0% | |
| 952 | 2 | 2.0% | |
| 840 | 2 | 2.0% | |
| 1040 | 2 | 2.0% | |
| 1158 | 2 | 2.0% | |
| 832 | 2 | 2.0% | |
| 1143 | 1 | 1.0% | |
| Other values (80) | 80 | 80.0% |
| Value | Count | Frequency (%) | |
| 0 | 3 | 3.0% | |
| 384 | 2 | 2.0% | |
| 440 | 1 | 1.0% | |
| 458 | 1 | 1.0% | |
| 462 | 1 | 1.0% |
| Value | Count | Frequency (%) | |
| 2223 | 1 | 1.0% | |
| 1947 | 1 | 1.0% | |
| 1842 | 1 | 1.0% | |
| 1777 | 1 | 1.0% | |
| 1768 | 1 | 1.0% |
Heating
Categorical
| Distinct | 2 |
|---|---|
| Distinct (%) | 2.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 800.0 B |
| GasA | |
|---|---|
| GasW | 2 |
| Value | Count | Frequency (%) | |
| GasA | 98 | 98.0% | |
| GasW | 2 | 2.0% |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Length
| Max length | 4 |
|---|---|
| Median length | 4 |
| Mean length | 4 |
| Min length | 4 |
HeatingQC
Categorical
| Distinct | 4 |
|---|---|
| Distinct (%) | 4.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 800.0 B |
| Ex | |
|---|---|
| TA | |
| Gd | |
| Fa | 3 |
| Value | Count | Frequency (%) | |
| Ex | 51 | 51.0% | |
| TA | 27 | 27.0% | |
| Gd | 19 | 19.0% | |
| Fa | 3 | 3.0% |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Length
| Max length | 2 |
|---|---|
| Median length | 2 |
| Mean length | 2 |
| Min length | 2 |
CentralAir
Boolean
| Distinct | 2 |
|---|---|
| Distinct (%) | 2.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 800.0 B |
| Y | |
|---|---|
| N |
| Value | Count | Frequency (%) | |
| Y | 90 | 90.0% | |
| N | 10 | 10.0% |
Electrical
Categorical
| Distinct | 4 |
|---|---|
| Distinct (%) | 4.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 800.0 B |
| SBrkr | |
|---|---|
| FuseA | 4 |
| FuseF | 3 |
| FuseP | 1 |
| Value | Count | Frequency (%) | |
| SBrkr | 92 | 92.0% | |
| FuseA | 4 | 4.0% | |
| FuseF | 3 | 3.0% | |
| FuseP | 1 | 1.0% |
Unique
| Unique | 1 ? |
|---|---|
| Unique (%) | 1.0% |
Length
| Max length | 5 |
|---|---|
| Median length | 5 |
| Mean length | 5 |
| Min length | 5 |
1stFlrSF
Real number (ℝ≥0)
| Distinct | 93 |
|---|---|
| Distinct (%) | 93.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 1143.53 |
|---|---|
| Minimum | 520 |
| Maximum | 2223 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Memory size | 800.0 B |
Quantile statistics
| Minimum | 520 |
|---|---|
| 5-th percentile | 678.45 |
| Q1 | 901.5 |
| median | 1091.5 |
| Q3 | 1325 |
| 95-th percentile | 1752.8 |
| Maximum | 2223 |
| Range | 1703 |
| Interquartile range (IQR) | 423.5 |
Descriptive statistics
| Standard deviation | 343.4002128 |
|---|---|
| Coefficient of variation (CV) | 0.3002983855 |
| Kurtosis | 0.648871465 |
| Mean | 1143.53 |
| Median Absolute Deviation (MAD) | 208.5 |
| Skewness | 0.753346181 |
| Sum | 114353 |
| Variance | 117923.7062 |
| Monotocity | Not monotonic |
| Value | Count | Frequency (%) | |
| 816 | 2 | 2.0% | |
| 1600 | 2 | 2.0% | |
| 1060 | 2 | 2.0% | |
| 1158 | 2 | 2.0% | |
| 1040 | 2 | 2.0% | |
| 1182 | 2 | 2.0% | |
| 1057 | 2 | 2.0% | |
| 1479 | 1 | 1.0% | |
| 1086 | 1 | 1.0% | |
| 885 | 1 | 1.0% | |
| Other values (83) | 83 | 83.0% |
| Value | Count | Frequency (%) | |
| 520 | 1 | 1.0% | |
| 526 | 1 | 1.0% | |
| 581 | 1 | 1.0% | |
| 612 | 1 | 1.0% | |
| 649 | 1 | 1.0% |
| Value | Count | Frequency (%) | |
| 2223 | 1 | 1.0% | |
| 2207 | 1 | 1.0% | |
| 1842 | 1 | 1.0% | |
| 1795 | 1 | 1.0% | |
| 1768 | 1 | 1.0% |
| Distinct | 34 |
|---|---|
| Distinct (%) | 34.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 297.21 |
|---|---|
| Minimum | 0 |
| Maximum | 1519 |
| Zeros | 65 |
| Zeros (%) | 65.0% |
| Memory size | 800.0 B |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| median | 0 |
| Q3 | 686 |
| 95-th percentile | 1117.3 |
| Maximum | 1519 |
| Range | 1519 |
| Interquartile range (IQR) | 686 |
Descriptive statistics
| Standard deviation | 436.0497677 |
|---|---|
| Coefficient of variation (CV) | 1.467143662 |
| Kurtosis | -0.3759015711 |
| Mean | 297.21 |
| Median Absolute Deviation (MAD) | 0 |
| Skewness | 1.040951734 |
| Sum | 29721 |
| Variance | 190139.3999 |
| Monotocity | Not monotonic |
| Value | Count | Frequency (%) | |
| 0 | 65 | 65.0% | |
| 756 | 2 | 2.0% | |
| 983 | 2 | 2.0% | |
| 960 | 1 | 1.0% | |
| 1330 | 1 | 1.0% | |
| 833 | 1 | 1.0% | |
| 765 | 1 | 1.0% | |
| 462 | 1 | 1.0% | |
| 213 | 1 | 1.0% | |
| 548 | 1 | 1.0% | |
| Other values (24) | 24 | 24.0% |
| Value | Count | Frequency (%) | |
| 0 | 65 | 65.0% | |
| 213 | 1 | 1.0% | |
| 462 | 1 | 1.0% | |
| 530 | 1 | 1.0% | |
| 548 | 1 | 1.0% |
| Value | Count | Frequency (%) | |
| 1519 | 1 | 1.0% | |
| 1330 | 1 | 1.0% | |
| 1320 | 1 | 1.0% | |
| 1218 | 1 | 1.0% | |
| 1142 | 1 | 1.0% |
LowQualFinSF
Categorical
| Distinct | 3 |
|---|---|
| Distinct (%) | 3.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 800.0 B |
| 0 | |
|---|---|
| 360 | 1 |
| 513 | 1 |
| Value | Count | Frequency (%) | |
| 0 | 98 | 98.0% | |
| 360 | 1 | 1.0% | |
| 513 | 1 | 1.0% |
Unique
| Unique | 2 ? |
|---|---|
| Unique (%) | 2.0% |
Length
| Max length | 3 |
|---|---|
| Median length | 1 |
| Mean length | 1.04 |
| Min length | 1 |
GrLivArea
Real number (ℝ≥0)
| Distinct | 94 |
|---|---|
| Distinct (%) | 94.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 1449.47 |
|---|---|
| Minimum | 520 |
| Maximum | 2945 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Memory size | 800.0 B |
Quantile statistics
| Minimum | 520 |
|---|---|
| 5-th percentile | 844.5 |
| Q1 | 1083.75 |
| median | 1349.5 |
| Q3 | 1717.25 |
| 95-th percentile | 2326.6 |
| Maximum | 2945 |
| Range | 2425 |
| Interquartile range (IQR) | 633.5 |
Descriptive statistics
| Standard deviation | 470.6571047 |
|---|---|
| Coefficient of variation (CV) | 0.3247097937 |
| Kurtosis | 0.176407428 |
| Mean | 1449.47 |
| Median Absolute Deviation (MAD) | 309.5 |
| Skewness | 0.7218085264 |
| Sum | 144947 |
| Variance | 221518.1102 |
| Monotocity | Not monotonic |
| Value | Count | Frequency (%) | |
| 1710 | 2 | 2.0% | |
| 1040 | 2 | 2.0% | |
| 1060 | 2 | 2.0% | |
| 1600 | 2 | 2.0% | |
| 1470 | 2 | 2.0% | |
| 1786 | 2 | 2.0% | |
| 2034 | 1 | 1.0% | |
| 1718 | 1 | 1.0% | |
| 845 | 1 | 1.0% | |
| 2223 | 1 | 1.0% | |
| Other values (84) | 84 | 84.0% |
| Value | Count | Frequency (%) | |
| 520 | 1 | 1.0% | |
| 747 | 1 | 1.0% | |
| 780 | 1 | 1.0% | |
| 816 | 1 | 1.0% | |
| 835 | 1 | 1.0% |
| Value | Count | Frequency (%) | |
| 2945 | 1 | 1.0% | |
| 2473 | 1 | 1.0% | |
| 2452 | 1 | 1.0% | |
| 2417 | 1 | 1.0% | |
| 2376 | 1 | 1.0% |
| Distinct | 3 |
|---|---|
| Distinct (%) | 3.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 800.0 B |
| 0 | |
|---|---|
| 1 | |
| 2 | 1 |
| Value | Count | Frequency (%) | |
| 0 | 56 | 56.0% | |
| 1 | 43 | 43.0% | |
| 2 | 1 | 1.0% |
Unique
| Unique | 1 ? |
|---|---|
| Unique (%) | 1.0% |
Length
| Max length | 1 |
|---|---|
| Median length | 1 |
| Mean length | 1 |
| Min length | 1 |
BsmtHalfBath
Boolean
| Distinct | 2 |
|---|---|
| Distinct (%) | 2.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 800.0 B |
| 0 | |
|---|---|
| 1 | 7 |
| Value | Count | Frequency (%) | |
| 0 | 93 | 93.0% | |
| 1 | 7 | 7.0% |
| Distinct | 4 |
|---|---|
| Distinct (%) | 4.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 800.0 B |
| 1 | |
|---|---|
| 2 | |
| 3 | 4 |
| 0 | 1 |
| Value | Count | Frequency (%) | |
| 1 | 50 | 50.0% | |
| 2 | 45 | 45.0% | |
| 3 | 4 | 4.0% | |
| 0 | 1 | 1.0% |
Unique
| Unique | 1 ? |
|---|---|
| Unique (%) | 1.0% |
Length
| Max length | 1 |
|---|---|
| Median length | 1 |
| Mean length | 1 |
| Min length | 1 |
HalfBath
Boolean
| Distinct | 2 |
|---|---|
| Distinct (%) | 2.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 800.0 B |
| 0 | |
|---|---|
| 1 |
| Value | Count | Frequency (%) | |
| 0 | 68 | 68.0% | |
| 1 | 32 | 32.0% |
BedroomAbvGr
Real number (ℝ≥0)
| Distinct | 5 |
|---|---|
| Distinct (%) | 5.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 2.71 |
|---|---|
| Minimum | 0 |
| Maximum | 4 |
| Zeros | 1 |
| Zeros (%) | 1.0% |
| Memory size | 800.0 B |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 2 |
| Q1 | 2 |
| median | 3 |
| Q3 | 3 |
| 95-th percentile | 4 |
| Maximum | 4 |
| Range | 4 |
| Interquartile range (IQR) | 1 |
Descriptive statistics
| Standard deviation | 0.7288430018 |
|---|---|
| Coefficient of variation (CV) | 0.2689457571 |
| Kurtosis | 1.29197607 |
| Mean | 2.71 |
| Median Absolute Deviation (MAD) | 0 |
| Skewness | -0.6071837798 |
| Sum | 271 |
| Variance | 0.5312121212 |
| Monotocity | Not monotonic |
| Value | Count | Frequency (%) | |
| 3 | 56 | 56.0% | |
| 2 | 30 | 30.0% | |
| 4 | 10 | 10.0% | |
| 1 | 3 | 3.0% | |
| 0 | 1 | 1.0% |
| Value | Count | Frequency (%) | |
| 0 | 1 | 1.0% | |
| 1 | 3 | 3.0% | |
| 2 | 30 | 30.0% | |
| 3 | 56 | 56.0% | |
| 4 | 10 | 10.0% |
| Value | Count | Frequency (%) | |
| 4 | 10 | 10.0% | |
| 3 | 56 | 56.0% | |
| 2 | 30 | 30.0% | |
| 1 | 3 | 3.0% | |
| 0 | 1 | 1.0% |
KitchenAbvGr
Categorical
| Distinct | 3 |
|---|---|
| Distinct (%) | 3.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 800.0 B |
| 1 | |
|---|---|
| 2 | 7 |
| 3 | 1 |
| Value | Count | Frequency (%) | |
| 1 | 92 | 92.0% | |
| 2 | 7 | 7.0% | |
| 3 | 1 | 1.0% |
Unique
| Unique | 1 ? |
|---|---|
| Unique (%) | 1.0% |
Length
| Max length | 1 |
|---|---|
| Median length | 1 |
| Mean length | 1 |
| Min length | 1 |
KitchenQual
Categorical
| Distinct | 4 |
|---|---|
| Distinct (%) | 4.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 800.0 B |
| TA | |
|---|---|
| Gd | |
| Fa | 4 |
| Ex | 3 |
| Value | Count | Frequency (%) | |
| TA | 55 | 55.0% | |
| Gd | 38 | 38.0% | |
| Fa | 4 | 4.0% | |
| Ex | 3 | 3.0% |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Length
| Max length | 2 |
|---|---|
| Median length | 2 |
| Mean length | 2 |
| Min length | 2 |
TotRmsAbvGrd
Real number (ℝ≥0)
| Distinct | 8 |
|---|---|
| Distinct (%) | 8.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 6.27 |
|---|---|
| Minimum | 4 |
| Maximum | 11 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Memory size | 800.0 B |
Quantile statistics
| Minimum | 4 |
|---|---|
| 5-th percentile | 4 |
| Q1 | 5 |
| median | 6 |
| Q3 | 7 |
| 95-th percentile | 9 |
| Maximum | 11 |
| Range | 7 |
| Interquartile range (IQR) | 2 |
Descriptive statistics
| Standard deviation | 1.420307265 |
|---|---|
| Coefficient of variation (CV) | 0.2265242847 |
| Kurtosis | 0.6701860223 |
| Mean | 6.27 |
| Median Absolute Deviation (MAD) | 1 |
| Skewness | 0.7600158459 |
| Sum | 627 |
| Variance | 2.017272727 |
| Monotocity | Not monotonic |
| Value | Count | Frequency (%) | |
| 6 | 36 | 36.0% | |
| 5 | 21 | 21.0% | |
| 7 | 18 | 18.0% | |
| 8 | 8 | 8.0% | |
| 4 | 8 | 8.0% | |
| 9 | 7 | 7.0% | |
| 11 | 1 | 1.0% | |
| 10 | 1 | 1.0% |
| Value | Count | Frequency (%) | |
| 4 | 8 | 8.0% | |
| 5 | 21 | 21.0% | |
| 6 | 36 | 36.0% | |
| 7 | 18 | 18.0% | |
| 8 | 8 | 8.0% |
| Value | Count | Frequency (%) | |
| 11 | 1 | 1.0% | |
| 10 | 1 | 1.0% | |
| 9 | 7 | 7.0% | |
| 8 | 8 | 8.0% | |
| 7 | 18 | 18.0% |
Functional
Categorical
| Distinct | 2 |
|---|---|
| Distinct (%) | 2.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 800.0 B |
| Typ | |
|---|---|
| Min1 | 5 |
| Value | Count | Frequency (%) | |
| Typ | 95 | 95.0% | |
| Min1 | 5 | 5.0% |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Length
| Max length | 4 |
|---|---|
| Median length | 3 |
| Mean length | 3.05 |
| Min length | 3 |
Fireplaces
Categorical
| Distinct | 3 |
|---|---|
| Distinct (%) | 3.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 800.0 B |
| 0 | |
|---|---|
| 1 | |
| 2 |
| Value | Count | Frequency (%) | |
| 0 | 54 | 54.0% | |
| 1 | 39 | 39.0% | |
| 2 | 7 | 7.0% |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Length
| Max length | 1 |
|---|---|
| Median length | 1 |
| Mean length | 1 |
| Min length | 1 |
| Distinct | 4 |
|---|---|
| Distinct (%) | 8.7% |
| Missing | 54 |
| Missing (%) | 54.0% |
| Memory size | 800.0 B |
| Gd | |
|---|---|
| TA | |
| Fa | 1 |
| Ex | 1 |
| Value | Count | Frequency (%) | |
| Gd | 27 | 27.0% | |
| TA | 17 | 17.0% | |
| Fa | 1 | 1.0% | |
| Ex | 1 | 1.0% | |
| (Missing) | 54 | 54.0% |
Unique
| Unique | 2 ? |
|---|---|
| Unique (%) | 4.3% |
Length
| Max length | 3 |
|---|---|
| Median length | 3 |
| Mean length | 2.54 |
| Min length | 2 |
| Distinct | 5 |
|---|---|
| Distinct (%) | 5.3% |
| Missing | 6 |
| Missing (%) | 6.0% |
| Memory size | 800.0 B |
| Attchd | |
|---|---|
| Detchd | |
| BuiltIn | |
| CarPort | 2 |
| Basment | 1 |
| Value | Count | Frequency (%) | |
| Attchd | 55 | 55.0% | |
| Detchd | 27 | 27.0% | |
| BuiltIn | 9 | 9.0% | |
| CarPort | 2 | 2.0% | |
| Basment | 1 | 1.0% | |
| (Missing) | 6 | 6.0% |
Unique
| Unique | 1 ? |
|---|---|
| Unique (%) | 1.1% |
Length
| Max length | 7 |
|---|---|
| Median length | 6 |
| Mean length | 5.94 |
| Min length | 3 |
| Distinct | 53 |
|---|---|
| Distinct (%) | 56.4% |
| Missing | 6 |
| Missing (%) | 6.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 1977.361702 |
|---|---|
| Minimum | 1900 |
| Maximum | 2009 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Memory size | 800.0 B |
Quantile statistics
| Minimum | 1900 |
|---|---|
| 5-th percentile | 1920.65 |
| Q1 | 1961.25 |
| median | 1979 |
| Q3 | 2002.75 |
| 95-th percentile | 2006.35 |
| Maximum | 2009 |
| Range | 109 |
| Interquartile range (IQR) | 41.5 |
Descriptive statistics
| Standard deviation | 26.60457195 |
|---|---|
| Coefficient of variation (CV) | 0.01345458037 |
| Kurtosis | -0.09931836581 |
| Mean | 1977.361702 |
| Median Absolute Deviation (MAD) | 20 |
| Skewness | -0.7723485976 |
| Sum | 185872 |
| Variance | 707.8032487 |
| Monotocity | Not monotonic |
| Value | Count | Frequency (%) | |
| 2005 | 6 | 6.0% | |
| 2004 | 5 | 5.0% | |
| 2006 | 5 | 5.0% | |
| 1998 | 4 | 4.0% | |
| 1973 | 4 | 4.0% | |
| 2003 | 3 | 3.0% | |
| 1966 | 3 | 3.0% | |
| 1920 | 3 | 3.0% | |
| 2007 | 3 | 3.0% | |
| 1959 | 3 | 3.0% | |
| Other values (43) | 55 | 55.0% | |
| (Missing) | 6 | 6.0% |
| Value | Count | Frequency (%) | |
| 1900 | 1 | 1.0% | |
| 1915 | 1 | 1.0% | |
| 1920 | 3 | 3.0% | |
| 1921 | 1 | 1.0% | |
| 1930 | 1 | 1.0% |
| Value | Count | Frequency (%) | |
| 2009 | 1 | 1.0% | |
| 2008 | 1 | 1.0% | |
| 2007 | 3 | 3.0% | |
| 2006 | 5 | 5.0% | |
| 2005 | 6 | 6.0% |
| Distinct | 3 |
|---|---|
| Distinct (%) | 3.2% |
| Missing | 6 |
| Missing (%) | 6.0% |
| Memory size | 800.0 B |
| Unf | |
|---|---|
| RFn | |
| Fin |
| Value | Count | Frequency (%) | |
| Unf | 42 | 42.0% | |
| RFn | 34 | 34.0% | |
| Fin | 18 | 18.0% | |
| (Missing) | 6 | 6.0% |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Length
| Max length | 3 |
|---|---|
| Median length | 3 |
| Mean length | 3 |
| Min length | 3 |
| Distinct | 4 |
|---|---|
| Distinct (%) | 4.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 800.0 B |
| 2 | |
|---|---|
| 1 | |
| 3 | |
| 0 |
| Value | Count | Frequency (%) | |
| 2 | 55 | 55.0% | |
| 1 | 26 | 26.0% | |
| 3 | 13 | 13.0% | |
| 0 | 6 | 6.0% |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Length
| Max length | 1 |
|---|---|
| Median length | 1 |
| Mean length | 1 |
| Min length | 1 |
| Distinct | 71 |
|---|---|
| Distinct (%) | 71.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 466.37 |
|---|---|
| Minimum | 0 |
| Maximum | 894 |
| Zeros | 6 |
| Zeros (%) | 6.0% |
| Memory size | 800.0 B |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 352 |
| median | 480 |
| Q3 | 576 |
| 95-th percentile | 836.2 |
| Maximum | 894 |
| Range | 894 |
| Interquartile range (IQR) | 224 |
Descriptive statistics
| Standard deviation | 199.1210816 |
|---|---|
| Coefficient of variation (CV) | 0.4269594563 |
| Kurtosis | 0.4252765451 |
| Mean | 466.37 |
| Median Absolute Deviation (MAD) | 96 |
| Skewness | -0.229985241 |
| Sum | 46637 |
| Variance | 39649.20515 |
| Monotocity | Not monotonic |
| Value | Count | Frequency (%) | |
| 576 | 7 | 7.0% | |
| 0 | 6 | 6.0% | |
| 480 | 5 | 5.0% | |
| 352 | 3 | 3.0% | |
| 484 | 3 | 3.0% | |
| 516 | 3 | 3.0% | |
| 440 | 2 | 2.0% | |
| 528 | 2 | 2.0% | |
| 308 | 2 | 2.0% | |
| 240 | 2 | 2.0% | |
| Other values (61) | 65 | 65.0% |
| Value | Count | Frequency (%) | |
| 0 | 6 | 6.0% | |
| 205 | 1 | 1.0% | |
| 220 | 1 | 1.0% | |
| 240 | 2 | 2.0% | |
| 246 | 1 | 1.0% |
| Value | Count | Frequency (%) | |
| 894 | 1 | 1.0% | |
| 890 | 1 | 1.0% | |
| 853 | 1 | 1.0% | |
| 852 | 1 | 1.0% | |
| 840 | 1 | 1.0% |
| Distinct | 3 |
|---|---|
| Distinct (%) | 3.2% |
| Missing | 6 |
| Missing (%) | 6.0% |
| Memory size | 800.0 B |
| TA | |
|---|---|
| Fa | 3 |
| Gd | 1 |
| Value | Count | Frequency (%) | |
| TA | 90 | 90.0% | |
| Fa | 3 | 3.0% | |
| Gd | 1 | 1.0% | |
| (Missing) | 6 | 6.0% |
Unique
| Unique | 1 ? |
|---|---|
| Unique (%) | 1.1% |
Length
| Max length | 3 |
|---|---|
| Median length | 2 |
| Mean length | 2.06 |
| Min length | 2 |
| Distinct | 3 |
|---|---|
| Distinct (%) | 3.2% |
| Missing | 6 |
| Missing (%) | 6.0% |
| Memory size | 800.0 B |
| TA | |
|---|---|
| Fa | 1 |
| Gd | 1 |
| Value | Count | Frequency (%) | |
| TA | 92 | 92.0% | |
| Fa | 1 | 1.0% | |
| Gd | 1 | 1.0% | |
| (Missing) | 6 | 6.0% |
Unique
| Unique | 2 ? |
|---|---|
| Unique (%) | 2.1% |
Length
| Max length | 3 |
|---|---|
| Median length | 2 |
| Mean length | 2.06 |
| Min length | 2 |
PavedDrive
Categorical
| Distinct | 3 |
|---|---|
| Distinct (%) | 3.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 800.0 B |
| Y | |
|---|---|
| N | 6 |
| P | 2 |
| Value | Count | Frequency (%) | |
| Y | 92 | 92.0% | |
| N | 6 | 6.0% | |
| P | 2 | 2.0% |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Length
| Max length | 1 |
|---|---|
| Median length | 1 |
| Mean length | 1 |
| Min length | 1 |
| Distinct | 39 |
|---|---|
| Distinct (%) | 39.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 93.82 |
|---|---|
| Minimum | 0 |
| Maximum | 857 |
| Zeros | 52 |
| Zeros (%) | 52.0% |
| Memory size | 800.0 B |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| median | 0 |
| Q3 | 149.75 |
| 95-th percentile | 303.55 |
| Maximum | 857 |
| Range | 857 |
| Interquartile range (IQR) | 149.75 |
Descriptive statistics
| Standard deviation | 139.5768772 |
|---|---|
| Coefficient of variation (CV) | 1.487709201 |
| Kurtosis | 9.05016187 |
| Mean | 93.82 |
| Median Absolute Deviation (MAD) | 0 |
| Skewness | 2.451938864 |
| Sum | 9382 |
| Variance | 19481.70465 |
| Monotocity | Not monotonic |
| Value | Count | Frequency (%) | |
| 0 | 52 | 52.0% | |
| 120 | 4 | 4.0% | |
| 192 | 3 | 3.0% | |
| 144 | 2 | 2.0% | |
| 100 | 2 | 2.0% | |
| 240 | 2 | 2.0% | |
| 196 | 2 | 2.0% | |
| 74 | 2 | 2.0% | |
| 300 | 1 | 1.0% | |
| 301 | 1 | 1.0% | |
| Other values (29) | 29 | 29.0% |
| Value | Count | Frequency (%) | |
| 0 | 52 | 52.0% | |
| 12 | 1 | 1.0% | |
| 40 | 1 | 1.0% | |
| 48 | 1 | 1.0% | |
| 49 | 1 | 1.0% |
| Value | Count | Frequency (%) | |
| 857 | 1 | 1.0% | |
| 576 | 1 | 1.0% | |
| 406 | 1 | 1.0% | |
| 392 | 1 | 1.0% | |
| 352 | 1 | 1.0% |
| Distinct | 48 |
|---|---|
| Distinct (%) | 48.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 46.9 |
|---|---|
| Minimum | 0 |
| Maximum | 258 |
| Zeros | 42 |
| Zeros (%) | 42.0% |
| Memory size | 800.0 B |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| median | 30 |
| Q3 | 72 |
| 95-th percentile | 163.85 |
| Maximum | 258 |
| Range | 258 |
| Interquartile range (IQR) | 72 |
Descriptive statistics
| Standard deviation | 59.74330612 |
|---|---|
| Coefficient of variation (CV) | 1.27384448 |
| Kurtosis | 2.095988255 |
| Mean | 46.9 |
| Median Absolute Deviation (MAD) | 30 |
| Skewness | 1.548020566 |
| Sum | 4690 |
| Variance | 3569.262626 |
| Monotocity | Not monotonic |
| Value | Count | Frequency (%) | |
| 0 | 42 | 42.0% | |
| 50 | 3 | 3.0% | |
| 29 | 3 | 3.0% | |
| 72 | 3 | 3.0% | |
| 38 | 2 | 2.0% | |
| 82 | 2 | 2.0% | |
| 30 | 2 | 2.0% | |
| 32 | 2 | 2.0% | |
| 21 | 2 | 2.0% | |
| 70 | 1 | 1.0% | |
| Other values (38) | 38 | 38.0% |
| Value | Count | Frequency (%) | |
| 0 | 42 | 42.0% | |
| 4 | 1 | 1.0% | |
| 11 | 1 | 1.0% | |
| 21 | 2 | 2.0% | |
| 29 | 3 | 3.0% |
| Value | Count | Frequency (%) | |
| 258 | 1 | 1.0% | |
| 234 | 1 | 1.0% | |
| 213 | 1 | 1.0% | |
| 204 | 1 | 1.0% | |
| 199 | 1 | 1.0% |
| Distinct | 17 |
|---|---|
| Distinct (%) | 17.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 24.13 |
|---|---|
| Minimum | 0 |
| Maximum | 272 |
| Zeros | 83 |
| Zeros (%) | 83.0% |
| Memory size | 800.0 B |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| median | 0 |
| Q3 | 0 |
| 95-th percentile | 177.3 |
| Maximum | 272 |
| Range | 272 |
| Interquartile range (IQR) | 0 |
Descriptive statistics
| Standard deviation | 60.21101866 |
|---|---|
| Coefficient of variation (CV) | 2.495276364 |
| Kurtosis | 5.427858415 |
| Mean | 24.13 |
| Median Absolute Deviation (MAD) | 0 |
| Skewness | 2.527958419 |
| Sum | 2413 |
| Variance | 3625.366768 |
| Monotocity | Not monotonic |
| Value | Count | Frequency (%) | |
| 0 | 83 | 83.0% | |
| 205 | 2 | 2.0% | |
| 144 | 1 | 1.0% | |
| 44 | 1 | 1.0% | |
| 156 | 1 | 1.0% | |
| 128 | 1 | 1.0% | |
| 202 | 1 | 1.0% | |
| 114 | 1 | 1.0% | |
| 64 | 1 | 1.0% | |
| 37 | 1 | 1.0% | |
| Other values (7) | 7 | 7.0% |
| Value | Count | Frequency (%) | |
| 0 | 83 | 83.0% | |
| 37 | 1 | 1.0% | |
| 44 | 1 | 1.0% | |
| 64 | 1 | 1.0% | |
| 77 | 1 | 1.0% |
| Value | Count | Frequency (%) | |
| 272 | 1 | 1.0% | |
| 228 | 1 | 1.0% | |
| 205 | 2 | 2.0% | |
| 202 | 1 | 1.0% | |
| 176 | 1 | 1.0% |
3SsnPorch
Categorical
| Distinct | 3 |
|---|---|
| Distinct (%) | 3.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 800.0 B |
| 0 | |
|---|---|
| 320 | 1 |
| 407 | 1 |
| Value | Count | Frequency (%) | |
| 0 | 98 | 98.0% | |
| 320 | 1 | 1.0% | |
| 407 | 1 | 1.0% |
Unique
| Unique | 2 ? |
|---|---|
| Unique (%) | 2.0% |
Length
| Max length | 3 |
|---|---|
| Median length | 1 |
| Mean length | 1.04 |
| Min length | 1 |
| Distinct | 6 |
|---|---|
| Distinct (%) | 6.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 10.16 |
|---|---|
| Minimum | 0 |
| Maximum | 291 |
| Zeros | 95 |
| Zeros (%) | 95.0% |
| Memory size | 800.0 B |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| median | 0 |
| Q3 | 0 |
| 95-th percentile | 4.95 |
| Maximum | 291 |
| Range | 291 |
| Interquartile range (IQR) | 0 |
Descriptive statistics
| Standard deviation | 46.90883486 |
|---|---|
| Coefficient of variation (CV) | 4.617011305 |
| Kurtosis | 22.85336691 |
| Mean | 10.16 |
| Median Absolute Deviation (MAD) | 0 |
| Skewness | 4.801572778 |
| Sum | 1016 |
| Variance | 2200.438788 |
| Monotocity | Not monotonic |
| Value | Count | Frequency (%) | |
| 0 | 95 | 95.0% | |
| 176 | 1 | 1.0% | |
| 198 | 1 | 1.0% | |
| 291 | 1 | 1.0% | |
| 252 | 1 | 1.0% | |
| 99 | 1 | 1.0% |
| Value | Count | Frequency (%) | |
| 0 | 95 | 95.0% | |
| 99 | 1 | 1.0% | |
| 176 | 1 | 1.0% | |
| 198 | 1 | 1.0% | |
| 252 | 1 | 1.0% |
| Value | Count | Frequency (%) | |
| 291 | 1 | 1.0% | |
| 252 | 1 | 1.0% | |
| 198 | 1 | 1.0% | |
| 176 | 1 | 1.0% | |
| 99 | 1 | 1.0% |
| Distinct | 1 |
|---|---|
| Distinct (%) | 1.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 800.0 B |
| 0 |
|---|
| Value | Count | Frequency (%) | |
| 0 | 100 | 100.0% |
| Distinct | 3 |
|---|---|
| Distinct (%) | 13.0% |
| Missing | 77 |
| Missing (%) | 77.0% |
| Memory size | 800.0 B |
| MnPrv | |
|---|---|
| GdWo | |
| GdPrv |
| Value | Count | Frequency (%) | |
| MnPrv | 14 | 14.0% | |
| GdWo | 5 | 5.0% | |
| GdPrv | 4 | 4.0% | |
| (Missing) | 77 | 77.0% |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Length
| Max length | 5 |
|---|---|
| Median length | 3 |
| Mean length | 3.41 |
| Min length | 3 |
| Distinct | 1 |
|---|---|
| Distinct (%) | 11.1% |
| Missing | 91 |
| Missing (%) | 91.0% |
| Memory size | 800.0 B |
| Shed |
|---|
| Value | Count | Frequency (%) | |
| Shed | 9 | 9.0% | |
| (Missing) | 91 | 91.0% |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Length
| Max length | 4 |
|---|---|
| Median length | 3 |
| Mean length | 3.09 |
| Min length | 3 |
| Distinct | 6 |
|---|---|
| Distinct (%) | 6.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 46.3 |
|---|---|
| Minimum | 0 |
| Maximum | 700 |
| Zeros | 91 |
| Zeros (%) | 91.0% |
| Memory size | 800.0 B |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| median | 0 |
| Q3 | 0 |
| 95-th percentile | 404 |
| Maximum | 700 |
| Range | 700 |
| Interquartile range (IQR) | 0 |
Descriptive statistics
| Standard deviation | 153.6929577 |
|---|---|
| Coefficient of variation (CV) | 3.319502327 |
| Kurtosis | 10.01392525 |
| Mean | 46.3 |
| Median Absolute Deviation (MAD) | 0 |
| Skewness | 3.306726439 |
| Sum | 4630 |
| Variance | 23621.52525 |
| Monotocity | Not monotonic |
| Value | Count | Frequency (%) | |
| 0 | 91 | 91.0% | |
| 700 | 3 | 3.0% | |
| 400 | 3 | 3.0% | |
| 350 | 1 | 1.0% | |
| 500 | 1 | 1.0% | |
| 480 | 1 | 1.0% |
| Value | Count | Frequency (%) | |
| 0 | 91 | 91.0% | |
| 350 | 1 | 1.0% | |
| 400 | 3 | 3.0% | |
| 480 | 1 | 1.0% | |
| 500 | 1 | 1.0% |
| Value | Count | Frequency (%) | |
| 700 | 3 | 3.0% | |
| 500 | 1 | 1.0% | |
| 480 | 1 | 1.0% | |
| 400 | 3 | 3.0% | |
| 350 | 1 | 1.0% |
MoSold
Real number (ℝ≥0)
| Distinct | 12 |
|---|---|
| Distinct (%) | 12.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 6.33 |
|---|---|
| Minimum | 1 |
| Maximum | 12 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Memory size | 800.0 B |
Quantile statistics
| Minimum | 1 |
|---|---|
| 5-th percentile | 1 |
| Q1 | 4.75 |
| median | 6 |
| Q3 | 8 |
| 95-th percentile | 12 |
| Maximum | 12 |
| Range | 11 |
| Interquartile range (IQR) | 3.25 |
Descriptive statistics
| Standard deviation | 3.048612866 |
|---|---|
| Coefficient of variation (CV) | 0.4816134069 |
| Kurtosis | -0.7052229442 |
| Mean | 6.33 |
| Median Absolute Deviation (MAD) | 2 |
| Skewness | 0.08530410432 |
| Sum | 633 |
| Variance | 9.294040404 |
| Monotocity | Not monotonic |
| Value | Count | Frequency (%) | |
| 5 | 17 | 17.0% | |
| 7 | 13 | 13.0% | |
| 6 | 12 | 12.0% | |
| 8 | 9 | 9.0% | |
| 10 | 8 | 8.0% | |
| 2 | 7 | 7.0% | |
| 4 | 7 | 7.0% | |
| 1 | 7 | 7.0% | |
| 12 | 6 | 6.0% | |
| 9 | 5 | 5.0% | |
| Other values (2) | 9 | 9.0% |
| Value | Count | Frequency (%) | |
| 1 | 7 | 7.0% | |
| 2 | 7 | 7.0% | |
| 3 | 4 | 4.0% | |
| 4 | 7 | 7.0% | |
| 5 | 17 | 17.0% |
| Value | Count | Frequency (%) | |
| 12 | 6 | 6.0% | |
| 11 | 5 | 5.0% | |
| 10 | 8 | 8.0% | |
| 9 | 5 | 5.0% | |
| 8 | 9 | 9.0% |
YrSold
Real number (ℝ≥0)
| Distinct | 5 |
|---|---|
| Distinct (%) | 5.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 2007.9 |
|---|---|
| Minimum | 2006 |
| Maximum | 2010 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Memory size | 800.0 B |
Quantile statistics
| Minimum | 2006 |
|---|---|
| 5-th percentile | 2006 |
| Q1 | 2007 |
| median | 2008 |
| Q3 | 2009 |
| 95-th percentile | 2010 |
| Maximum | 2010 |
| Range | 4 |
| Interquartile range (IQR) | 2 |
Descriptive statistics
| Standard deviation | 1.359589956 |
|---|---|
| Coefficient of variation (CV) | 0.0006771203526 |
| Kurtosis | -1.196581483 |
| Mean | 2007.9 |
| Median Absolute Deviation (MAD) | 1 |
| Skewness | 0.1107334042 |
| Sum | 200790 |
| Variance | 1.848484848 |
| Monotocity | Not monotonic |
| Value | Count | Frequency (%) | |
| 2007 | 24 | 24.0% | |
| 2008 | 21 | 21.0% | |
| 2009 | 20 | 20.0% | |
| 2006 | 19 | 19.0% | |
| 2010 | 16 | 16.0% |
| Value | Count | Frequency (%) | |
| 2006 | 19 | 19.0% | |
| 2007 | 24 | 24.0% | |
| 2008 | 21 | 21.0% | |
| 2009 | 20 | 20.0% | |
| 2010 | 16 | 16.0% |
| Value | Count | Frequency (%) | |
| 2010 | 16 | 16.0% | |
| 2009 | 20 | 20.0% | |
| 2008 | 21 | 21.0% | |
| 2007 | 24 | 24.0% | |
| 2006 | 19 | 19.0% |
SaleType
Categorical
| Distinct | 4 |
|---|---|
| Distinct (%) | 4.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 800.0 B |
| WD | |
|---|---|
| New | 7 |
| COD | 3 |
| ConLD | 1 |
| Value | Count | Frequency (%) | |
| WD | 89 | 89.0% | |
| New | 7 | 7.0% | |
| COD | 3 | 3.0% | |
| ConLD | 1 | 1.0% |
Unique
| Unique | 1 ? |
|---|---|
| Unique (%) | 1.0% |
Length
| Max length | 5 |
|---|---|
| Median length | 2 |
| Mean length | 2.13 |
| Min length | 2 |
SaleCondition
Categorical
| Distinct | 4 |
|---|---|
| Distinct (%) | 4.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 800.0 B |
| Normal | |
|---|---|
| Abnorml | |
| Partial | 7 |
| AdjLand | 1 |
| Value | Count | Frequency (%) | |
| Normal | 82 | 82.0% | |
| Abnorml | 10 | 10.0% | |
| Partial | 7 | 7.0% | |
| AdjLand | 1 | 1.0% |
Unique
| Unique | 1 ? |
|---|---|
| Unique (%) | 1.0% |
Length
| Max length | 7 |
|---|---|
| Median length | 6 |
| Mean length | 6.18 |
| Min length | 6 |
SalePrice
Real number (ℝ≥0)
| Distinct | 93 |
|---|---|
| Distinct (%) | 93.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 173820.66 |
|---|---|
| Minimum | 40000 |
| Maximum | 438780 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Memory size | 800.0 B |
Quantile statistics
| Minimum | 40000 |
|---|---|
| 5-th percentile | 84900 |
| Q1 | 129362.5 |
| median | 153750 |
| Q3 | 207750 |
| 95-th percentile | 317145 |
| Maximum | 438780 |
| Range | 398780 |
| Interquartile range (IQR) | 78387.5 |
Descriptive statistics
| Standard deviation | 72236.55289 |
|---|---|
| Coefficient of variation (CV) | 0.4155809378 |
| Kurtosis | 1.546005687 |
| Mean | 173820.66 |
| Median Absolute Deviation (MAD) | 33500 |
| Skewness | 1.17834623 |
| Sum | 17382066 |
| Variance | 5218119573 |
| Monotocity | Not monotonic |
| Value | Count | Frequency (%) | |
| 110000 | 2 | 2.0% | |
| 127000 | 2 | 2.0% | |
| 140000 | 2 | 2.0% | |
| 185000 | 2 | 2.0% | |
| 129900 | 2 | 2.0% | |
| 129500 | 2 | 2.0% | |
| 144000 | 2 | 2.0% | |
| 202500 | 1 | 1.0% | |
| 244000 | 1 | 1.0% | |
| 225000 | 1 | 1.0% | |
| Other values (83) | 83 | 83.0% |
| Value | Count | Frequency (%) | |
| 40000 | 1 | 1.0% | |
| 68500 | 1 | 1.0% | |
| 80000 | 1 | 1.0% | |
| 82000 | 1 | 1.0% | |
| 83000 | 1 | 1.0% |
| Value | Count | Frequency (%) | |
| 438780 | 1 | 1.0% | |
| 385000 | 1 | 1.0% | |
| 345000 | 1 | 1.0% | |
| 325300 | 1 | 1.0% | |
| 319900 | 1 | 1.0% |
Pearson's r
The Pearson's correlation coefficient (r) is a measure of linear correlation between two variables. It's value lies between -1 and +1, -1 indicating total negative linear correlation, 0 indicating no linear correlation and 1 indicating total positive linear correlation. Furthermore, r is invariant under separate changes in location and scale of the two variables, implying that for a linear function the angle to the x-axis does not affect r.To calculate r for two variables X and Y, one divides the covariance of X and Y by the product of their standard deviations.
Spearman's ρ
The Spearman's rank correlation coefficient (ρ) is a measure of monotonic correlation between two variables, and is therefore better in catching nonlinear monotonic correlations than Pearson's r. It's value lies between -1 and +1, -1 indicating total negative monotonic correlation, 0 indicating no monotonic correlation and 1 indicating total positive monotonic correlation.To calculate ρ for two variables X and Y, one divides the covariance of the rank variables of X and Y by the product of their standard deviations.
Kendall's τ
Similarly to Spearman's rank correlation coefficient, the Kendall rank correlation coefficient (τ) measures ordinal association between two variables. It's value lies between -1 and +1, -1 indicating total negative correlation, 0 indicating no correlation and 1 indicating total positive correlation.To calculate τ for two variables X and Y, one determines the number of concordant and discordant pairs of observations. τ is given by the number of concordant pairs minus the discordant pairs divided by the total number of pairs.
Phik (φk)
Phik (φk) is a new and practical correlation coefficient that works consistently between categorical, ordinal and interval variables, captures non-linear dependency and reverts to the Pearson correlation coefficient in case of a bivariate normal input distribution. There is extensive documentation available here.Cramér's V (φc)
Cramér's V is an association measure for nominal random variables. The coefficient ranges from 0 to 1, with 0 indicating independence and 1 indicating perfect association. The empirical estimators used for Cramér's V have been proved to be biased, even for large samples. We use a bias-corrected measure that has been proposed by Bergsma in 2013 that can be found here.First rows
| Id | MSSubClass | MSZoning | LotFrontage | LotArea | Street | Alley | LotShape | LandContour | Utilities | LotConfig | LandSlope | Neighborhood | Condition1 | Condition2 | BldgType | HouseStyle | OverallQual | OverallCond | YearBuilt | YearRemodAdd | RoofStyle | RoofMatl | Exterior1st | Exterior2nd | MasVnrType | MasVnrArea | ExterQual | ExterCond | Foundation | BsmtQual | BsmtCond | BsmtExposure | BsmtFinType1 | BsmtFinSF1 | BsmtFinType2 | BsmtFinSF2 | BsmtUnfSF | TotalBsmtSF | Heating | HeatingQC | CentralAir | Electrical | 1stFlrSF | 2ndFlrSF | LowQualFinSF | GrLivArea | BsmtFullBath | BsmtHalfBath | FullBath | HalfBath | BedroomAbvGr | KitchenAbvGr | KitchenQual | TotRmsAbvGrd | Functional | Fireplaces | FireplaceQu | GarageType | GarageYrBlt | GarageFinish | GarageCars | GarageArea | GarageQual | GarageCond | PavedDrive | WoodDeckSF | OpenPorchSF | EnclosedPorch | 3SsnPorch | ScreenPorch | PoolArea | PoolQC | Fence | MiscFeature | MiscVal | MoSold | YrSold | SaleType | SaleCondition | SalePrice | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 0 | 1 | 60 | RL | 65.0 | 8450 | Pave | NaN | Reg | Lvl | AllPub | Inside | Gtl | CollgCr | Norm | Norm | 1Fam | 2Story | 7 | 5 | 2003 | 2003 | Gable | CompShg | VinylSd | VinylSd | BrkFace | 196 | Gd | TA | PConc | Gd | TA | No | GLQ | 706 | Unf | 0 | 150 | 856 | GasA | Ex | Y | SBrkr | 856 | 854 | 0 | 1710 | 1 | 0 | 2 | 1 | 3 | 1 | Gd | 8 | Typ | 0 | NaN | Attchd | 2003.0 | RFn | 2 | 548 | TA | TA | Y | 0 | 61 | 0 | 0 | 0 | 0 | NaN | NaN | NaN | 0 | 2 | 2008 | WD | Normal | 208500 |
| 1 | 2 | 20 | RL | 80.0 | 9600 | Pave | NaN | Reg | Lvl | AllPub | FR2 | Gtl | Veenker | Feedr | Norm | 1Fam | 1Story | 6 | 8 | 1976 | 1976 | Gable | CompShg | MetalSd | MetalSd | None | 0 | TA | TA | CBlock | Gd | TA | Gd | ALQ | 978 | Unf | 0 | 284 | 1262 | GasA | Ex | Y | SBrkr | 1262 | 0 | 0 | 1262 | 0 | 1 | 2 | 0 | 3 | 1 | TA | 6 | Typ | 1 | TA | Attchd | 1976.0 | RFn | 2 | 460 | TA | TA | Y | 298 | 0 | 0 | 0 | 0 | 0 | NaN | NaN | NaN | 0 | 5 | 2007 | WD | Normal | 181500 |
| 2 | 3 | 60 | RL | 68.0 | 11250 | Pave | NaN | IR1 | Lvl | AllPub | Inside | Gtl | CollgCr | Norm | Norm | 1Fam | 2Story | 7 | 5 | 2001 | 2002 | Gable | CompShg | VinylSd | VinylSd | BrkFace | 162 | Gd | TA | PConc | Gd | TA | Mn | GLQ | 486 | Unf | 0 | 434 | 920 | GasA | Ex | Y | SBrkr | 920 | 866 | 0 | 1786 | 1 | 0 | 2 | 1 | 3 | 1 | Gd | 6 | Typ | 1 | TA | Attchd | 2001.0 | RFn | 2 | 608 | TA | TA | Y | 0 | 42 | 0 | 0 | 0 | 0 | NaN | NaN | NaN | 0 | 9 | 2008 | WD | Normal | 223500 |
| 3 | 4 | 70 | RL | 60.0 | 9550 | Pave | NaN | IR1 | Lvl | AllPub | Corner | Gtl | Crawfor | Norm | Norm | 1Fam | 2Story | 7 | 5 | 1915 | 1970 | Gable | CompShg | Wd Sdng | Wd Shng | None | 0 | TA | TA | BrkTil | TA | Gd | No | ALQ | 216 | Unf | 0 | 540 | 756 | GasA | Gd | Y | SBrkr | 961 | 756 | 0 | 1717 | 1 | 0 | 1 | 0 | 3 | 1 | Gd | 7 | Typ | 1 | Gd | Detchd | 1998.0 | Unf | 3 | 642 | TA | TA | Y | 0 | 35 | 272 | 0 | 0 | 0 | NaN | NaN | NaN | 0 | 2 | 2006 | WD | Abnorml | 140000 |
| 4 | 5 | 60 | RL | 84.0 | 14260 | Pave | NaN | IR1 | Lvl | AllPub | FR2 | Gtl | NoRidge | Norm | Norm | 1Fam | 2Story | 8 | 5 | 2000 | 2000 | Gable | CompShg | VinylSd | VinylSd | BrkFace | 350 | Gd | TA | PConc | Gd | TA | Av | GLQ | 655 | Unf | 0 | 490 | 1145 | GasA | Ex | Y | SBrkr | 1145 | 1053 | 0 | 2198 | 1 | 0 | 2 | 1 | 4 | 1 | Gd | 9 | Typ | 1 | TA | Attchd | 2000.0 | RFn | 3 | 836 | TA | TA | Y | 192 | 84 | 0 | 0 | 0 | 0 | NaN | NaN | NaN | 0 | 12 | 2008 | WD | Normal | 250000 |
| 5 | 6 | 50 | RL | 85.0 | 14115 | Pave | NaN | IR1 | Lvl | AllPub | Inside | Gtl | Mitchel | Norm | Norm | 1Fam | 1.5Fin | 5 | 5 | 1993 | 1995 | Gable | CompShg | VinylSd | VinylSd | None | 0 | TA | TA | Wood | Gd | TA | No | GLQ | 732 | Unf | 0 | 64 | 796 | GasA | Ex | Y | SBrkr | 796 | 566 | 0 | 1362 | 1 | 0 | 1 | 1 | 1 | 1 | TA | 5 | Typ | 0 | NaN | Attchd | 1993.0 | Unf | 2 | 480 | TA | TA | Y | 40 | 30 | 0 | 320 | 0 | 0 | NaN | MnPrv | Shed | 700 | 10 | 2009 | WD | Normal | 143000 |
| 6 | 7 | 20 | RL | 75.0 | 10084 | Pave | NaN | Reg | Lvl | AllPub | Inside | Gtl | Somerst | Norm | Norm | 1Fam | 1Story | 8 | 5 | 2004 | 2005 | Gable | CompShg | VinylSd | VinylSd | Stone | 186 | Gd | TA | PConc | Ex | TA | Av | GLQ | 1369 | Unf | 0 | 317 | 1686 | GasA | Ex | Y | SBrkr | 1694 | 0 | 0 | 1694 | 1 | 0 | 2 | 0 | 3 | 1 | Gd | 7 | Typ | 1 | Gd | Attchd | 2004.0 | RFn | 2 | 636 | TA | TA | Y | 255 | 57 | 0 | 0 | 0 | 0 | NaN | NaN | NaN | 0 | 8 | 2007 | WD | Normal | 307000 |
| 7 | 8 | 60 | RL | NaN | 10382 | Pave | NaN | IR1 | Lvl | AllPub | Corner | Gtl | NWAmes | PosN | Norm | 1Fam | 2Story | 7 | 6 | 1973 | 1973 | Gable | CompShg | HdBoard | HdBoard | Stone | 240 | TA | TA | CBlock | Gd | TA | Mn | ALQ | 859 | BLQ | 32 | 216 | 1107 | GasA | Ex | Y | SBrkr | 1107 | 983 | 0 | 2090 | 1 | 0 | 2 | 1 | 3 | 1 | TA | 7 | Typ | 2 | TA | Attchd | 1973.0 | RFn | 2 | 484 | TA | TA | Y | 235 | 204 | 228 | 0 | 0 | 0 | NaN | NaN | Shed | 350 | 11 | 2009 | WD | Normal | 200000 |
| 8 | 9 | 50 | RM | 51.0 | 6120 | Pave | NaN | Reg | Lvl | AllPub | Inside | Gtl | OldTown | Artery | Norm | 1Fam | 1.5Fin | 7 | 5 | 1931 | 1950 | Gable | CompShg | BrkFace | Wd Shng | None | 0 | TA | TA | BrkTil | TA | TA | No | Unf | 0 | Unf | 0 | 952 | 952 | GasA | Gd | Y | FuseF | 1022 | 752 | 0 | 1774 | 0 | 0 | 2 | 0 | 2 | 2 | TA | 8 | Min1 | 2 | TA | Detchd | 1931.0 | Unf | 2 | 468 | Fa | TA | Y | 90 | 0 | 205 | 0 | 0 | 0 | NaN | NaN | NaN | 0 | 4 | 2008 | WD | Abnorml | 129900 |
| 9 | 10 | 190 | RL | 50.0 | 7420 | Pave | NaN | Reg | Lvl | AllPub | Corner | Gtl | BrkSide | Artery | Artery | 2fmCon | 1.5Unf | 5 | 6 | 1939 | 1950 | Gable | CompShg | MetalSd | MetalSd | None | 0 | TA | TA | BrkTil | TA | TA | No | GLQ | 851 | Unf | 0 | 140 | 991 | GasA | Ex | Y | SBrkr | 1077 | 0 | 0 | 1077 | 1 | 0 | 1 | 0 | 2 | 2 | TA | 5 | Typ | 2 | TA | Attchd | 1939.0 | RFn | 1 | 205 | Gd | TA | Y | 0 | 4 | 0 | 0 | 0 | 0 | NaN | NaN | NaN | 0 | 1 | 2008 | WD | Normal | 118000 |
Last rows
| Id | MSSubClass | MSZoning | LotFrontage | LotArea | Street | Alley | LotShape | LandContour | Utilities | LotConfig | LandSlope | Neighborhood | Condition1 | Condition2 | BldgType | HouseStyle | OverallQual | OverallCond | YearBuilt | YearRemodAdd | RoofStyle | RoofMatl | Exterior1st | Exterior2nd | MasVnrType | MasVnrArea | ExterQual | ExterCond | Foundation | BsmtQual | BsmtCond | BsmtExposure | BsmtFinType1 | BsmtFinSF1 | BsmtFinType2 | BsmtFinSF2 | BsmtUnfSF | TotalBsmtSF | Heating | HeatingQC | CentralAir | Electrical | 1stFlrSF | 2ndFlrSF | LowQualFinSF | GrLivArea | BsmtFullBath | BsmtHalfBath | FullBath | HalfBath | BedroomAbvGr | KitchenAbvGr | KitchenQual | TotRmsAbvGrd | Functional | Fireplaces | FireplaceQu | GarageType | GarageYrBlt | GarageFinish | GarageCars | GarageArea | GarageQual | GarageCond | PavedDrive | WoodDeckSF | OpenPorchSF | EnclosedPorch | 3SsnPorch | ScreenPorch | PoolArea | PoolQC | Fence | MiscFeature | MiscVal | MoSold | YrSold | SaleType | SaleCondition | SalePrice | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 90 | 91 | 20 | RL | 60.0 | 7200 | Pave | NaN | Reg | Lvl | AllPub | Inside | Gtl | NAmes | Norm | Norm | 1Fam | 1Story | 4 | 5 | 1950 | 1950 | Gable | CompShg | BrkFace | Wd Sdng | None | 0 | TA | TA | Slab | NaN | NaN | NaN | NaN | 0 | NaN | 0 | 0 | 0 | GasA | TA | Y | FuseA | 1040 | 0 | 0 | 1040 | 0 | 0 | 1 | 0 | 2 | 1 | TA | 4 | Typ | 0 | NaN | Detchd | 1950.0 | Unf | 2 | 420 | TA | TA | Y | 0 | 29 | 0 | 0 | 0 | 0 | NaN | NaN | NaN | 0 | 7 | 2006 | WD | Normal | 109900 |
| 91 | 92 | 20 | RL | 85.0 | 8500 | Pave | NaN | Reg | Lvl | AllPub | Inside | Gtl | NAmes | Norm | Norm | 1Fam | 1Story | 5 | 3 | 1961 | 1961 | Hip | CompShg | HdBoard | HdBoard | BrkCmn | 203 | TA | TA | CBlock | TA | TA | No | Rec | 600 | Unf | 0 | 635 | 1235 | GasA | TA | Y | SBrkr | 1235 | 0 | 0 | 1235 | 0 | 0 | 1 | 0 | 2 | 1 | TA | 6 | Typ | 0 | NaN | Attchd | 1961.0 | Unf | 2 | 480 | TA | TA | Y | 0 | 0 | 0 | 0 | 0 | 0 | NaN | GdWo | NaN | 0 | 12 | 2006 | WD | Abnorml | 98600 |
| 92 | 93 | 30 | RL | 80.0 | 13360 | Pave | Grvl | IR1 | HLS | AllPub | Inside | Gtl | Crawfor | Norm | Norm | 1Fam | 1Story | 5 | 7 | 1921 | 2006 | Gable | CompShg | Wd Sdng | Wd Sdng | None | 0 | TA | Gd | BrkTil | Gd | TA | No | ALQ | 713 | Unf | 0 | 163 | 876 | GasA | Ex | Y | SBrkr | 964 | 0 | 0 | 964 | 1 | 0 | 1 | 0 | 2 | 1 | TA | 5 | Typ | 0 | NaN | Detchd | 1921.0 | Unf | 2 | 432 | TA | TA | Y | 0 | 0 | 44 | 0 | 0 | 0 | NaN | NaN | NaN | 0 | 8 | 2009 | WD | Normal | 163500 |
| 93 | 94 | 190 | C (all) | 60.0 | 7200 | Pave | NaN | Reg | Lvl | AllPub | Corner | Gtl | OldTown | Norm | Norm | 2fmCon | 2.5Unf | 6 | 6 | 1910 | 1998 | Hip | CompShg | MetalSd | MetalSd | None | 0 | TA | TA | BrkTil | TA | Fa | Mn | Rec | 1046 | Unf | 0 | 168 | 1214 | GasW | Ex | N | SBrkr | 1260 | 1031 | 0 | 2291 | 0 | 1 | 2 | 0 | 4 | 2 | TA | 9 | Typ | 1 | Gd | Detchd | 1900.0 | Unf | 2 | 506 | TA | TA | Y | 0 | 0 | 0 | 0 | 99 | 0 | NaN | NaN | NaN | 0 | 11 | 2007 | WD | Normal | 133900 |
| 94 | 95 | 60 | RL | 69.0 | 9337 | Pave | NaN | IR1 | Lvl | AllPub | Inside | Gtl | CollgCr | Norm | Norm | 1Fam | 2Story | 6 | 5 | 1997 | 1997 | Gable | CompShg | VinylSd | VinylSd | None | 0 | TA | Gd | PConc | Gd | TA | No | GLQ | 648 | Unf | 0 | 176 | 824 | GasA | Ex | Y | SBrkr | 905 | 881 | 0 | 1786 | 1 | 0 | 2 | 1 | 3 | 1 | Gd | 7 | Typ | 0 | NaN | Attchd | 1997.0 | RFn | 2 | 684 | TA | TA | Y | 0 | 162 | 0 | 0 | 0 | 0 | NaN | NaN | NaN | 0 | 5 | 2007 | WD | Normal | 204750 |
| 95 | 96 | 60 | RL | NaN | 9765 | Pave | NaN | IR2 | Lvl | AllPub | Corner | Gtl | Gilbert | Norm | Norm | 1Fam | 2Story | 6 | 8 | 1993 | 1993 | Gable | CompShg | VinylSd | VinylSd | BrkFace | 68 | Ex | Gd | PConc | Gd | Gd | No | ALQ | 310 | Unf | 0 | 370 | 680 | GasA | Gd | Y | SBrkr | 680 | 790 | 0 | 1470 | 0 | 0 | 2 | 1 | 3 | 1 | TA | 6 | Typ | 1 | TA | BuiltIn | 1993.0 | Fin | 2 | 420 | TA | TA | Y | 232 | 63 | 0 | 0 | 0 | 0 | NaN | NaN | Shed | 480 | 4 | 2009 | WD | Normal | 185000 |
| 96 | 97 | 20 | RL | 78.0 | 10264 | Pave | NaN | IR1 | Lvl | AllPub | Inside | Gtl | CollgCr | Norm | Norm | 1Fam | 1Story | 7 | 5 | 1999 | 1999 | Gable | CompShg | VinylSd | VinylSd | BrkFace | 183 | Gd | TA | PConc | Gd | TA | Av | ALQ | 1162 | Unf | 0 | 426 | 1588 | GasA | Ex | Y | SBrkr | 1588 | 0 | 0 | 1588 | 0 | 0 | 2 | 0 | 3 | 1 | Gd | 6 | Typ | 0 | NaN | Attchd | 1999.0 | RFn | 2 | 472 | TA | TA | Y | 158 | 29 | 0 | 0 | 0 | 0 | NaN | NaN | NaN | 0 | 8 | 2006 | WD | Normal | 214000 |
| 97 | 98 | 20 | RL | 73.0 | 10921 | Pave | NaN | Reg | HLS | AllPub | Inside | Gtl | Edwards | Norm | Norm | 1Fam | 1Story | 4 | 5 | 1965 | 1965 | Hip | CompShg | HdBoard | HdBoard | BrkFace | 48 | TA | TA | CBlock | TA | TA | No | Rec | 520 | Unf | 0 | 440 | 960 | GasA | TA | Y | FuseF | 960 | 0 | 0 | 960 | 1 | 0 | 1 | 0 | 3 | 1 | TA | 6 | Typ | 0 | NaN | Attchd | 1965.0 | Fin | 1 | 432 | TA | TA | P | 120 | 0 | 0 | 0 | 0 | 0 | NaN | NaN | NaN | 0 | 5 | 2007 | WD | Normal | 94750 |
| 98 | 99 | 30 | RL | 85.0 | 10625 | Pave | NaN | Reg | Lvl | AllPub | Corner | Gtl | Edwards | Norm | Norm | 1Fam | 1Story | 5 | 5 | 1920 | 1950 | Gable | CompShg | Wd Sdng | Wd Sdng | None | 0 | TA | TA | BrkTil | TA | TA | No | ALQ | 108 | Unf | 0 | 350 | 458 | GasA | Fa | N | SBrkr | 835 | 0 | 0 | 835 | 0 | 0 | 1 | 0 | 2 | 1 | TA | 5 | Typ | 0 | NaN | Basment | 1920.0 | Unf | 1 | 366 | Fa | TA | Y | 0 | 0 | 77 | 0 | 0 | 0 | NaN | NaN | Shed | 400 | 5 | 2010 | COD | Abnorml | 83000 |
| 99 | 100 | 20 | RL | 77.0 | 9320 | Pave | NaN | IR1 | Lvl | AllPub | Inside | Gtl | NAmes | Norm | Norm | 1Fam | 1Story | 4 | 5 | 1959 | 1959 | Gable | CompShg | Plywood | Plywood | None | 0 | TA | TA | CBlock | TA | TA | No | ALQ | 569 | Unf | 0 | 381 | 950 | GasA | Fa | Y | SBrkr | 1225 | 0 | 0 | 1225 | 1 | 0 | 1 | 1 | 3 | 1 | TA | 6 | Typ | 0 | NaN | NaN | NaN | NaN | 0 | 0 | NaN | NaN | Y | 352 | 0 | 0 | 0 | 0 | 0 | NaN | NaN | Shed | 400 | 1 | 2010 | WD | Normal | 128950 |